diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 42faa2a584f58f6d1c81cbd72c00692c24fc9fde..a71e41bceb9766d26abfaa15d97f60f4329642b3 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": "20260522T180017Z", - "generated_at": "2026-05-22T18:04:18Z", + "snapshot_id": "20260523T000023Z", + "generated_at": "2026-05-23T00:08:49Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1202,7 +1202,7 @@ "cluster_id": "cluster-46032-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46032.", "status": "open", - "confidence": 0.75, + "confidence": 0.55, "canonical_issue_number": 46032, "canonical_pr_number": 46084, "issue_numbers": [ @@ -1213,8 +1213,7 @@ 46098 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "closing_reference" ], "pr_comparisons": [ { @@ -2129,7 +2128,7 @@ 46098 ], "target_issue_number": 46032, - "reason": "PRs in cluster-46032-3 are treated as duplicates because they converge on issue #46032 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-46032-3 are treated as duplicates because they converge on issue #46032 with closing_reference evidence." }, { "cluster_id": "cluster-46100-2", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 0adeab8410942aa77333f824461638df93d5efcb..caed6c59430883cc642458d11dc4e3b52b6ccd74 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": "20260522T180017Z", - "generated_at": "2026-05-22T18:04:18Z", + "snapshot_id": "20260523T000023Z", + "generated_at": "2026-05-23T00:08:49Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,10 +13,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:24643", "issue:30277", @@ -26,14 +26,13 @@ "issue:36010", "issue:36331", "issue:39290", - "issue:41093", "issue:41720", "issue:41762", "issue:42915", "issue:43039", "issue:43425", - "issue:43531", "issue:43541", + "issue:43572", "issue:43596", "issue:43638", "issue:43716", @@ -65,7 +64,8 @@ "issue:45901", "issue:45902", "issue:45920", - "issue:46015" + "issue:46015", + "issue:46165" ], "soft_pairs": [ "issue:44322|issue:45464", @@ -81,10 +81,15 @@ "issue:44509|issue:44512", "issue:35545|issue:36010", "issue:44805|issue:45823", + "issue:44918|issue:46165", "issue:43638|issue:44805", + "issue:43638|issue:46165", "issue:43596|issue:44805", "issue:44805|issue:45161", + "issue:44560|issue:46165", + "issue:43596|issue:46165", "issue:44805|issue:44918", + "issue:43572|issue:46165", "issue:34634|issue:35545", "issue:30277|issue:43638", "issue:43596|issue:43638", @@ -103,10 +108,10 @@ "issue:43425|issue:44292", "issue:34928|issue:41720", "issue:43828|issue:45161", + "issue:44918|issue:45161", "issue:43716|issue:45685", "issue:43828|issue:44292", "issue:43541|issue:43716", - "issue:44918|issue:45161", "issue:43716|issue:44292", "issue:44292|issue:44918", "issue:45507|issue:45685", @@ -131,368 +136,258 @@ "issue:45812|issue:45920", "issue:44863|issue:46015", "issue:43866|issue:44863", - "issue:44292|issue:46015", - "issue:39290|issue:43531", - "issue:41093|issue:43638" + "issue:44292|issue:46015" ], - "prepared_review_unit_hash": "5b98df4a14eee4ca69c9a848ec83ee3d6e1567fbda14a67eff5cf3b1eafbcb12", + "prepared_review_unit_hash": "1f14cd5a67f9ddba1457c983382516bacae8e407936c9bdfc71db9cf260f8495", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 66, - "serialized_chars": 47539, - "estimated_input_tokens": 11885, - "estimated_eval_tokens": 24026 + "soft_pair_count": 69, + "serialized_chars": 48404, + "estimated_input_tokens": 12101, + "estimated_eval_tokens": 24458 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: unrelated model-specific bugs, docs regressions, and a few ZeRO/Tokenizer threads. Only two soft pairs look like true duplicates; the rest are false positives.", - "confidence": 0.82, - "canonical_issue_reason": "The cluster is not a single duplicate set, but if a representative issue is needed, issue 45920 is the broadest active regression report and best subsumes the tokenizer-ID subcluster.", + "summary": "Most pairs are clearly unrelated; only two soft edges look like true duplicates: the two AutoTokenizer v5 token-id regression reports, and the two DeepSpeed ZeRO-3/BERT index-out-of-bounds reports.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45920 is the best canonical issue: it describes the broader AutoTokenizer v5 regression across multiple model families, which subsumes the narrower Granite-specific report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best global representative because it is current, broad, and spans the same tokenizer-ID regression family more generally than the Granite-only report.", + "best_issue_reason": "issue:45920 is the strongest overall issue because it is broader, more recent, and still open, making it the best representative of the tokenizer regression cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different model/config attribute failure vs streaming API inference failure." + "reason": "Different failures: missing `num_attention_heads` in Qwen3.5 config vs streaming chat/completions error; no shared code path." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/backend problems: AMD GPU support vs MPS histogram on int." + "reason": "Unrelated platforms and errors: AMD GPU support for GPT-OSS vs an MPS histogram op failure in MoE." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and distinct failure modes." + "reason": "Different model/system mismatch: Mistral-3 image dtype issue vs GPT-OSS on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype-related, but the model path and backend context differ." + "reason": "Different model and symptom: autocast dtype mismatch in Phi-tiny-MoE vs AMD GPU failure in GPT-OSS." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different models and different code paths; not the same bug." + "reason": "Different issue class: AMD GPU runtime failure vs GraniteMoEHybrid calling an invalid method." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Unrelated errors across different model/runtime combinations." + "reason": "Different model/hardware combination: Qwen-3-8B-NVFP4 error vs GPT-OSS on AMD GPUs." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." + "reason": "Different underlying problems: DeepSpeed collective mismatch during loading vs ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both are export/runtime issues, but the model and error class differ." + "reason": "Different models and causes: ModernBERT ONNX export vs Qwen3Moe FP8 config failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export bug vs device-mapping CUDA assert; different problems." + "reason": "Different code paths: ONNX export issue vs auto device mapping cuda assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash vs outdated RAG docs; not the same underlying issue." + "reason": "One is a task runtime crash, the other is outdated RAG documentation; not the same bug." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they cover different removed content and should not be merged." + "reason": "Both are docs regressions after v5 removals, but they concern different removed content and are not the same underlying change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error vs import path breakage; different subsystems." + "reason": "Different failures: export-to-ONNX vs import path breakage for GenerationMixin." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both are mismatch-style failures, but one is generic mask indexing and the other is device-map forward mismatch." + "reason": "Different symptoms and subsystems: mask-shape indexing error vs Gemma4 device mismatch with auto device mapping." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training flow failures: Qwen3.5 embedding unpacking in TRL SFT vs resuming from a local model with trust_remote_code." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Same broad IndexError flavor, but different model/setup and likely different root causes." + "reason": "Both are index errors, but the reported failures come from different paths and shapes; not enough to treat as the same bug." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different scenarios: ZeRO-3/BERT init index error vs training-resume with trust_remote_code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3 BERT initialization issue vs generic mask-shape mismatch; not the same bug." + "reason": "Superficially similar index errors, but one is ZeRO-3 BERT loading and the other is a mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different contexts: mask shape mismatch vs GPT-OSS tensor-parallel issue." + "reason": "Different model and failure mode: mask-shape index error vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Different areas entirely: Qwen3-VL video StopIteration vs model-resume/trust_remote_code training failure." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different code paths and symptoms; no evidence they share the same root cause." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Generic indexing mismatch vs Qwen3.5 embedding unpacking failure." + "reason": "Different model/training stack problems: tensor mask shape mismatch vs Qwen3.5 embedding unpacking in TRL." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Different failure modes: missing StableLmConfig field vs resume-training issue." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + "reason": "Unrelated: BarkProcessor voice_preset vs ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve distributed training, but the specific failures and models differ." + "reason": "Both involve DeepSpeed, but the concrete failures are different models and different errors." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 + BERT index-out-of-bounds failure; titles differ only by pretrained/non-pretrained wording." + "reason": "Both report the same ZeRO-3 loading bug: `index 0 is out of bounds for dimension 0 with size 0` while initializing/loading BertModel variants." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel bug; different code paths." + "reason": "Liger Kernel cross-entropy invocation is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression and LoRA merge/save mismatch are different problems." + "reason": "Different problems: incorrect detokenization vs LoRA merge/save/reload output mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime bugs; no shared concrete code path." + "reason": "Different model/runtime issue vs LoRA merge consistency bug." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpointing mismatch vs generic mask index error." + "reason": "Different distributed-training bugs: activation-checkpoint/FSDP recomputation mismatch vs tensor mask shape mismatch." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-dimension error vs collective mismatch; not the same bug." + "reason": "Different DeepSpeed failures with different error signatures and code paths." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same component family, but CPU offload incompatibility and meta-to-empty uninitialized memory are distinct failures." - }, - { - "left": "issue:43638", - "right": "issue:45161", - "accept": false, - "reason": "BERT ZeRO-3 index error vs GPT-OSS MoE TP issue; unrelated." - }, - { - "left": "issue:34928", - "right": "issue:36331", - "accept": false, - "reason": "Activation checkpointing/FSDP issue vs CustomTrainer keyword mismatch." - }, - { - "left": "issue:43596", - "right": "issue:45161", - "accept": false, - "reason": "BERT ZeRO-3 initialization bug is unrelated to GPT-OSS tensor-parallel behavior." - }, - { - "left": "issue:43716", - "right": "issue:45507", - "accept": false, - "reason": "Different model-specific failures: dtype mismatch vs invalid method call." - }, - { - "left": "issue:39290", - "right": "issue:45081", - "accept": false, - "reason": "Gemma3/vLLM attribute error vs Mistral tokenizer regex crash." - }, - { - "left": "issue:45823", - "right": "issue:45874", - "accept": false, - "reason": "Both are Gemma4-related, but device mismatch and expensive reverse embedding lookup are different bugs." - }, - { - "left": "issue:43425", - "right": "issue:44292", - "accept": false, - "reason": "Torch version compatibility issue vs Qwen-3-8B NVFP4 runtime error." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "FSDP checkpointing mismatch vs auto device-map CUDA assert; different failure mechanisms." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Both docs regressions, but they reference different removed tasks/commands." - }, - { - "left": "issue:43716", - "right": "issue:44560", - "accept": false, - "reason": "Different model families and different symptoms." - }, - { - "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Autocast dtype mismatch vs MPS histogram backend error; not the same issue." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "Qwen3.5 input embedding unpacking vs GPT-OSS TP failure; unrelated." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different model-specific runtime errors." + "reason": "Both touch Qwen3_5MoeTextRotaryEmbedding, but one is CPU-offload incompatibility and the other is uninitialized-memory after `to_empty(cuda)`; not the same concrete bug." }, { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "NVFP4 runtime error vs TRL SFT embedding unpacking; different bugs." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid vs MPS histogram backend limitation." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger Kernel cross-entropy behavior vs Qwen3.5 embedding unpacking." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Both are ZeRO-3/BERT-ish, but Gemma3 loading and BERT initialization failures are not the same bug." - }, - { - "left": "issue:39290", - "right": "issue:41720", - "accept": false, - "reason": "vLLM Gemma3 config regression vs Qwen3 auto-device-map CUDA assert." - }, - { - "left": "issue:43901", + "left": "issue:43975", "right": "issue:44512", "accept": false, - "reason": "Different docs mismatches: return_all_scores vs removed run command." - }, - { - "left": "issue:45237", - "right": "issue:45901", - "accept": false, - "reason": "AMD GPU model support issue vs table-question-answering crash." - }, - { - "left": "issue:44841", - "right": "issue:45823", - "accept": false, - "reason": "Processor failure for Voxtral vs Gemma4 device-mapping mismatch." - }, - { - "left": "issue:43039", - "right": "issue:44560", - "accept": false, - "reason": "Liger Kernel cross-entropy call vs Qwen3-vl video StopIteration; different paths." + "reason": "Unrelated: detokenization bug vs docs mentioning removed run command." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same v5 AutoTokenizer wrong-token-ID regression; 45920 broadens the Granite-specific report to more model families." + "reason": "Same underlying regression: AutoTokenizer returns wrong token IDs in v5; 45920 is just the broader multi-model report." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading failure vs outdated RAG examples docs." + "reason": "NemotronH checkpoint-loading failure is unrelated to outdated RAG examples." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint report vs model implementation loading issue; different root causes." + "reason": "Both are model-specific load complaints, but for different models and likely different root causes." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen NVFP4 runtime error vs docs cleanup issue." - }, - { - "left": "issue:39290", - "right": "issue:43531", - "accept": false, - "reason": "Gemma3/vLLM sliding-window config issue vs Qwen3-MoE sliding_window issue; related theme but different concrete bug." - }, - { - "left": "issue:41093", - "right": "issue:43638", - "accept": false, - "reason": "Generic mask/tensor shape mismatch vs BERT ZeRO-3 initialization failure." + "reason": "Different areas entirely: quantized model runtime error vs documentation issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well-supported by the titles and descriptions, and the representative issue choice for the tokenizer-ID regression family is reasonable. I don\u2019t see any overstatement beyond the evidence provided." + "feedback": "The summary is grounded in the packet: issue:45920 is indeed the broader AutoTokenizer v5 regression and a reasonable canonical issue over the narrower Granite-specific report. The two accepted soft edges are also conservative and well supported by the titles/body clues: 45812\u219445920 looks like the same tokenizer regression family, and 43596\u219443638 are very closely matched ZeRO-3/BertModel index-out-of-bounds reports. I don\u2019t see an overstatement that would require rejection." }, "evaluator_used": true, "retried": false, @@ -508,10 +403,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:36010", "issue:39186", @@ -519,7 +414,6 @@ "issue:40990", "issue:41093", "issue:41762", - "issue:42915", "issue:43054", "issue:43296", "issue:43366", @@ -529,6 +423,7 @@ "issue:43541", "issue:43572", "issue:43596", + "issue:43638", "issue:43645", "issue:43716", "issue:43792", @@ -563,18 +458,20 @@ "issue:45902" ], "soft_pairs": [ + "issue:39290|issue:43531", "issue:43854|issue:43866", "issue:43792|issue:45901", + "issue:41093|issue:43638", "issue:43425|issue:45070", "issue:43596|issue:45800", - "issue:43792|issue:45070", "issue:43975|issue:45901", + "issue:43792|issue:45070", "issue:45362|issue:45464", "issue:44292|issue:45901", "issue:39290|issue:45823", "issue:45464|issue:45685", - "issue:43541|issue:45685", "issue:43404|issue:43866", + "issue:43541|issue:45685", "issue:43541|issue:43828", "issue:44841|issue:45084", "issue:36010|issue:39290", @@ -599,271 +496,276 @@ "issue:40990|issue:44960", "issue:45632|issue:45698", "issue:43645|issue:45399", - "issue:43404|issue:45005", - "issue:42915|issue:45399" + "issue:43404|issue:45005" ], - "prepared_review_unit_hash": "bdf1b139a9a93a0688ed8f63626f87c45f005be05ffe661facc101bd8ad0b5ea", + "prepared_review_unit_hash": "14695ae8e0d6423d97858cb564c0f40b06c94d6bc758e7c78b93f588aefb1ea5", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38741, - "estimated_input_tokens": 9686, - "estimated_eval_tokens": 19628 + "soft_pair_count": 39, + "serialized_chars": 39126, + "estimated_input_tokens": 9782, + "estimated_eval_tokens": 19820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster. The only plausible duplicate pair is the two custom-module loading reports around trust_remote_code/save_pretrained; the rest are distinct model-, backend-, or runtime-specific failures.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45632 is the clearest root-cause report: it names the cache-path collision in trust_remote_code for local models, which can explain the related wrong-module loading symptom in issue:45698.", + "summary": "Mostly a mixed bag of unrelated Transformers issues rather than one coherent duplicate cluster. Only two soft pairs look like true duplicates: SigLIP2 output/embedding regressions and custom remote-code module loading/path collisions. The rest differ by model, API surface, or failure mode and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45698 is the broadest and most active open bug here, centered on custom-module loading after save/load, which also best captures the only plausible duplicate-adjacent path in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45632 is the most actionable and specific report in the cluster; issue:45698 looks like a closely related user-facing symptom of the same loading/cache bug.", + "best_issue_reason": "issue:45698 has the strongest triage value overall: open, discussed, and framed as a general correctness bug in from_pretrained/save_pretrained custom module resolution rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they are different model families and different concrete failures (Gemma3 config attribute vs Qwen3-MoE behavior)." + }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different failures: GLM-4.7-Flash test loading vs a corrupted Ovis2 checkpoint." + "reason": "Unrelated models and failure modes: GLM-4.7-Flash loading in tests vs an Ovis2 checkpoint corruption report." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Unrelated models/tasks: Whisper loading failure vs table-question-answering crash." + "reason": "Whisper loading/runtime failure and a table-question-answering crash are different code paths and different tasks." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both involve index/shape errors, but one is a mask-length mismatch and the other is a zero-size tensor indexing error during different Bert/DeepSpeed flows." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "One is a Torch version compatibility complaint; the other is a pydantic PretrainedConfig regression." + "reason": "Torch version incompatibility and a PretrainedConfig/pydantic regression are distinct bugs with different root causes." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both mention runtime/env issues, but one is DeepSpeed ZeRO-3/BertModel and the other is torch 2.4.1 vs transformers 5.8.0 compatibility." + "reason": "DeepSpeed ZeRO-3 index error on BertModel is not the same as a torch/transformers version compatibility problem." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:43975", + "right": "issue:45901", "accept": false, - "reason": "Different bugs and code paths; no shared underlying defect." + "reason": "Incorrect detokenization for DeepSeek Coder is unrelated to table QA crashes." }, { - "left": "issue:43975", - "right": "issue:45901", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "DeepSeek detokenization bug and table QA crash are unrelated." + "reason": "Whisper runtime failure and pydantic field breakage are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5/chat, but the model sizes and failure modes differ; not the same bug." + "reason": "Both are Qwen3.5 chat-related, but one is a generic chat crash and the other is a streaming-inference API failure on a different model size/code path." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen NVFP4 loading/runtime failure is unrelated to table-question-answering crashes." + "reason": "init_empty_weights/_is_hf_initialized is a model-loading bug, not the same as the table QA crash." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 vLLM config attribute error and Gemma4 device mismatch are different model-specific issues." + "reason": "Both mention model/config oddities, but Gemma3 sliding-window parsing and Gemma4 device-mapping mismatch are different bugs." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Chat streaming failure and MPS histogram kernel error are unrelated backend/model problems." + "reason": "Streaming chat failure on Qwen3.5 and an MPS histogram/int issue in MoE are unrelated." }, { - "left": "issue:43541", - "right": "issue:45685", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm tracing issue is not the same as the MPS Int histogram kernel failure." + "reason": "Tied-weight bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:43541", + "right": "issue:45685", "accept": false, - "reason": "Tied-weight bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + "reason": "Different failure modes and code paths: torch dynamo grouped_mm tracing vs MPS int histogram support." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are dtype/runtime errors, but they involve different models and different failing operations." + "reason": "Both are dtype/mixed-precision flavored, but one is dynamo tracing on Mixtral and the other is an autocast mismatch on Phi-tiny-MoE; not the same bug." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to a template-node compilation TypeError." + "reason": "Processor failure for Voxtral and a TypeError about template compilation are different subsystems." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern error are unrelated." + "reason": "Importing GenerationMixin and Gemma3 sliding_window_pattern are completely unrelated issues." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility and Gemma4 device-map mismatch are distinct issues." + "reason": "Torch/transformers version incompatibility is not the same as a Gemma4 device-map forward mismatch." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but the shapes and loading contexts differ; not the same underlying bug." + "reason": "Both are zero-size/index errors, but one is a mask shape mismatch during training and the other is a Gemma3 ZeRO-3 load-time failure." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as a pydantic PretrainedConfig regression." + "reason": "A missing StableLmConfig field and a pydantic PretrainedConfig regression are separate config issues." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are separate feature/compatibility issues." + "reason": "PaddleOCR-VL load failure in vLLM and GGUF gpt-oss support are different model-support problems." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Torch-dynamo grouped_mm failure is unrelated to GPT-OSS MoE tensor-parallel behavior." + "reason": "Mixtral torch-dynamo tracing and GPT-OSS tensor-parallel support are different problems, even though both touch MoE models." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different quantization/model-weight issues: int4 CUDA memory regression vs tied-weights translation-model bugs." + "reason": "Int4 memory/OOM regression and tied-weights translation issues are unrelated v5 regressions." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming API failure." + "reason": "Autocast dtype mismatch and Qwen3.5 streaming chat failure are not the same code path." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument breakage is unrelated to the pydantic model-field regression." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to the PretrainedConfig pydantic field break." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GPT-OSS GGUF support request and Qwen3.5 streaming bug are unrelated." + "reason": "GPT-OSS GGUF support and Qwen3.5 streaming chat failures are different features and failure modes." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch version incompatibility are different classes of problems." + "reason": "Remote-code compatibility breakage and torch version incompatibility are different classes of problem." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to a pydantic PretrainedConfig field problem." + "reason": "Qwen3-MoE sliding_window behavior and pydantic config-field breakage do not share a concrete root cause." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage object are different runtime errors." + "reason": "Grouped_mm tracing on Mixtral and missing Float8 storage support are distinct low-level failures." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Different IndexError shapes and different loading paths; not a duplicate." + "reason": "Both mention indexing errors, but the tensor shapes and affected flows differ; not the same bug." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "Siglip2 embedding quality issue and Siglip2 nonsensical outputs are related theme-wise but not clearly the same bug." + "accept": true, + "reason": "Both report SigLIP2 producing incorrect embeddings/results from the same base model; one is the embedding-quality symptom and the other is the broader nonsensical-output symptom." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TF backend error is unrelated to torch/transformers version incompatibility." + "reason": "TensorBoard-only-without-TF backend error and a torch/transformers incompatibility are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Config unwrapping for multimodal Qwen models and uninitialized rotary embedding memory are different defects." + "reason": "Both involve Qwen3.5 internals, but one is config unwrapping in from_config and the other is uninitialized memory after materialization; different fixes." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error and TRL embedding unpacking failure are not the same code-path problem." + "reason": "FSDP 2-D weight runtime error and a TRL SFT embedding-unpacking failure are unrelated training bugs." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Gemma3 image-preprocessor dtype mismatch and Qwen3.5 embedding unpacking failure are unrelated." + "reason": "Image-preprocessor dtype mismatch in Mistral-3 and Qwen3.5 embedding unpacking in TRL are different problems." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific reports." + "reason": "High perplexity on GPT-OSS and a GLM5 issue are not the same bug." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both point to incorrect custom-module resolution under trust_remote_code/save_pretrained, consistent with the same dynamic-module cache collision bug." + "reason": "Both point to custom remote-code module resolution/loading problems; the cache path collision and wrong-module-after-save/load symptoms are plausibly the same underlying path-handling bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage and flash-attn fallback blocking are separate issues." + "reason": "Jupyter custom-model initialization breakage and flash-attn2 fallback gating are unrelated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Mistral3 tied-weight bug is not the same as broader translation-model tied-weight regressions." - }, - { - "left": "issue:42915", - "right": "issue:45399", - "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 failure and flash-attn fallback blocking are unrelated." + "reason": "Untied lm_head weights in Mistral3 and translation-model tied-weights regressions are both weight-related but not the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:45632 with issue:45698, is a plausible same-bug grouping based on custom-module resolution/cache behavior, and the remaining verdicts are appropriately cautious given the heterogeneous titles and evidence." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The two accepted soft pairs are plausibly duplicate-adjacent from the titles alone, and the broader triage choice of issue:45698 is supported by it being open, discussed, and the most general correctness report in the set. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -879,10 +781,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:36331", "issue:38175", @@ -896,6 +798,7 @@ "issue:43493", "issue:43643", "issue:43644", + "issue:43782", "issue:43828", "issue:43856", "issue:43866", @@ -920,23 +823,24 @@ "issue:44910", "issue:44918", "issue:44928", + "issue:44960", "issue:45005", "issue:45020", "issue:45237", + "issue:45399", "issue:45507", "issue:45663", - "issue:45685", "issue:45701", "issue:45800", - "issue:45823", "issue:45859", "issue:45902" ], "soft_pairs": [ "issue:44530|issue:45005", + "issue:42915|issue:45399", "issue:43873|issue:45005", - "issue:44360|issue:44512", "issue:44863|issue:45005", + "issue:44360|issue:44512", "issue:44918|issue:45507", "issue:44492|issue:44512", "issue:43975|issue:44292", @@ -945,10 +849,10 @@ "issue:43644|issue:43950", "issue:39692|issue:43054", "issue:43828|issue:44928", - "issue:41628|issue:45800", "issue:36331|issue:41762", - "issue:43872|issue:44589", + "issue:41628|issue:45800", "issue:43950|issue:45902", + "issue:43872|issue:44589", "issue:43866|issue:44403", "issue:43054|issue:45701", "issue:41553|issue:43883", @@ -962,243 +866,231 @@ "issue:43975|issue:45237", "issue:43643|issue:45020", "issue:44403|issue:44488", - "issue:41762|issue:42915", "issue:42947|issue:43856", - "issue:43881|issue:43883", - "issue:45685|issue:45823" + "issue:41762|issue:42915", + "issue:43782|issue:44960", + "issue:43881|issue:43883" ], - "prepared_review_unit_hash": "286ad67531c2ffba75edc3620bd3accff61f7726eaf642ec45419d445b1df593", + "prepared_review_unit_hash": "c0d55d43006a7a8f4a0e0e1a0cdaa0ed21c7426748ef135d57d1a2d5c5e7a22d", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36681, - "estimated_input_tokens": 9171, - "estimated_eval_tokens": 18598 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37512, + "estimated_input_tokens": 9378, + "estimated_eval_tokens": 19012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft edge looks like a true duplicate: the v5 non-persistent buffer corruption reports. Most other pairs share a broad subsystem or model family but describe different failures/symptoms, so they should stay separate.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43950 is the most precise, regression-focused report of the non-persistent buffer corruption problem and cleanly subsumes the similar v5 buffer-junk complaint in issue:44534.", + "summary": "This cluster is mostly a mix of unrelated Transformers issues; the only clear duplicate group is the v5 non-persistent-buffer regression, with a second likely duplicate in SigLIP2 HF-vs-reference discrepancy reports.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the clearest root-cause report for the non-persistent-buffer regression and is directly echoed by the duplicate-style title in issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest representative issue in this set because it names the concrete loader regression and the affected mechanism (non-persistent buffers) more clearly than the broader variants.", + "best_issue_reason": "issue:43950 is the most concrete and actionable issue in the cluster, with a precise regression description and strong duplicate signals.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "Different bugs: Qwen3.5 PagedAttentionCache/linear_attention crash vs tied-weights behavior in translation models." + "reason": "Different bugs: Qwen3.5 cache/packing crash vs tied-weights regression on translation models." }, { - "left": "issue:43873", - "right": "issue:45005", + "left": "issue:42915", + "right": "issue:45399", "accept": false, - "reason": "Quantization/offloading mismatch is unrelated to tied-weights issues." + "reason": "Unrelated failures: FineGrainedFP8Config on Qwen3Moe vs flash-attn fallback gating." }, { - "left": "issue:44360", - "right": "issue:44512", + "left": "issue:43873", + "right": "issue:45005", "accept": false, - "reason": "A DSA indexer ReLU discussion is not the same as a docs typo about a removed command." + "reason": "Quantization/offloading behavior is not the same issue as tied-weights handling." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is not the same underlying problem as translation-model tied weights." + "reason": "Checkpoint loading failure for NemotronH is unrelated to translation-model tied weights." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer algorithm complaint is unrelated to a docs/run-command removal issue." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different code paths and symptoms: TRL embedding unpacking vs GraniteMoE invalid method calls." + "reason": "Different code paths: Qwen3.5 SFT embedding unpacking vs GraniteMoEHybrid invalid method call." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Unrelated documentation issues: cache-strategy typo vs stale run-command docs." + "reason": "A cache-strategy typo is not the same as outdated CLI documentation." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Incorrect detokenization and Qwen-3 NVFP4 runtime failure are different failures." + "reason": "Different model-specific runtime failures with no shared concrete bug." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3 NVFP4 execution error is not the same as a GraniteMoE invalid-method bug." + "reason": "NVFP4 runtime error and GraniteMoEHybrid invalid method are unrelated." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 regression: non-persistent buffers being overwritten/corrupted during loading." + "reason": "Same underlying regression: non-persistent buffers get junk/corrupted values in v5." }, { - "left": "issue:43643", + "left": "issue:43644", "right": "issue:43950", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code is a different failure mode from buffer corruption." + "reason": "Missing fields from trust_remote_code config loading is a different bug from buffer corruption." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs/example errors and degraded SigLIP2 text embeddings are related only by model family, not by the same bug." + "reason": "SigLIP2 doc-example errors are not the same as model-quality/embedding regression." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different numerical issues: autocast dtype mismatch vs Qwen3.5 RLHF NaN/position_ids fallback problem." - }, - { - "left": "issue:41628", - "right": "issue:45800", - "accept": false, - "reason": "Import failure for AutoImageProcessor is unrelated to a torch/transformers version incompatibility report." + "reason": "Autocast dtype mismatch is distinct from the 3D position_ids / SDPA fallback issue." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to Gemma3 loading under ZeRO-3." + "reason": "Trainer signature mismatch and ZeRO-3 loading IndexError are different failures." }, { - "left": "issue:43872", - "right": "issue:44589", + "left": "issue:41628", + "right": "issue:45800", "accept": false, - "reason": "bitsandbytes constructor incompatibility and missing Float8 storage are different breakages." + "reason": "Import error for AutoImageProcessor is not the same as torch/Transformers compatibility issues." }, { "left": "issue:43950", "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer bug family: 45902 is a model-specific manifestation after meta->to_empty materialization." + }, + { + "left": "issue:43872", + "right": "issue:44589", "accept": false, - "reason": "Both involve buffers, but 45902 is a model-specific meta->to_empty materialization bug, not the same loader corruption regression." + "reason": "bitsandbytes constructor kwarg mismatch differs from missing Float8 storage type." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted checkpoint loading and noisy loading output are not the same bug." + "reason": "Corrupted checkpoint and loading noise are not the same underlying problem." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality is unrelated to tokenization changes across transformers versions." + "reason": "SigLIP2 embedding quality issue is unrelated to version-dependent tokenization changes." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad tokenizer error handling for Voxtral is unrelated to Molmo's missing all_tied_weights_keys attribute." + "reason": "Bad AutoTokenizer error message and missing all_tied_weights_keys are unrelated." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both concern SigLIP2, but one is zero probabilities and the other is lower text embeddings; too different to merge." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is embedding quality; too broad to merge." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "FlashAttention illegal-memory-access on Qwen3.5 and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are distinct issues." + "reason": "Flash Attention illegal-memory-access crash is different from CPU-offload incompatibility." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to Qwen3_5Moe inv_freq initialization on meta->to_empty." + "reason": "Gemma4 shared_kv_state/FSDP2 failure is unrelated to Qwen rotary-buffer initialization." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral tokenizer error messaging and glm-4v-9b loading failure are different model-specific problems." + "reason": "Tokenizer error-message issue and glm-4v loading failure are separate bugs." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing ineffectiveness and int4 quantization OOM are different training/memory problems." + "reason": "LoRA gradient checkpointing ineffectiveness is not the same as int4 reserved-memory/OOM regression." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "A performance/quality complaint about SigLIP2 is not clearly the same concrete bug as an HF-vs-JAX implementation discrepancy." + "accept": true, + "reason": "Both describe SigLIP2 HF-vs-reference discrepancies that degrade outputs; 43493 is the clearer root-cause report." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise and a specific model failing to load are not the same issue." + "reason": "Generic loading noise and inability to load a specific model are not the same bug." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "DeepSeek detokenization and AMD GPU support failure are unrelated." + "reason": "Detokenization regression and AMD GPU support/loading failure are unrelated." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote-code field loss is only loosely related to a broad report that recent versions break remote_code models; not the same concrete bug." + "reason": "Missing config fields under trust_remote_code is too specific to merge with a broad remote_code breakage report." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Loading noise versus sleng-bert load failure are different symptoms and likely different causes." + "reason": "Two model-loading reports without evidence of the same root cause." }, { - "left": "issue:41762", - "right": "issue:42915", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FP8 failure are unrelated model/runtime issues." - }, - { - "left": "issue:42947", - "right": "issue:43856", - "accept": false, - "reason": "LoRA gradient checkpointing ineffectiveness is not the same as Qwen3 MoE memory inefficiency." - }, - { - "left": "issue:43881", - "right": "issue:43883", - "accept": false, - "reason": "glm-4v-9b loading failure and Molmo tied-weights attribute error are separate model bugs." - }, - { - "left": "issue:45685", - "right": "issue:45823", - "accept": false, - "reason": "MPS int histogram limitation and Gemma4 device-mismatch during forward are different backend/model issues." + "reason": "glm-4v loading failure and Molmo tied-weights attribute error are different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The single accepted edge (issue:43950 \u2194 issue:44534) is well supported by the nearly identical v5 non-persistent buffer corruption titles, and the other rejections are generally cautious rather than overstated." + "feedback": "Grounded and conservative overall. The canonical issue choice is well supported by the titles, and the accepted soft edges are plausibly same-bug families rather than overclaims. The summary stays within the evidence available in the packet." }, "evaluator_used": true, "retried": false, @@ -1214,10 +1106,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:24643", "issue:30064", @@ -1232,7 +1124,6 @@ "issue:43404", "issue:43638", "issue:43742", - "issue:43782", "issue:43792", "issue:43824", "issue:43827", @@ -1254,26 +1145,28 @@ "issue:44805", "issue:44863", "issue:44928", - "issue:44960", "issue:44991", "issue:45020", "issue:45081", "issue:45305", "issue:45313", + "issue:45325", "issue:45356", "issue:45399", "issue:45538", "issue:45588", + "issue:45685", "issue:45823", + "issue:45902", "issue:45923" ], "soft_pairs": [ - "issue:43782|issue:44960", + "issue:45685|issue:45823", "issue:43824|issue:43872", "issue:44991|issue:45399", "issue:45020|issue:45823", - "issue:44661|issue:45020", "issue:42491|issue:44368", + "issue:44661|issue:45020", "issue:43828|issue:45823", "issue:45081|issue:45399", "issue:45020|issue:45356", @@ -1289,245 +1182,255 @@ "issue:41553|issue:44991", "issue:43940|issue:45313", "issue:36331|issue:41093", - "issue:43854|issue:44863", - "issue:44928|issue:45588", "issue:42947|issue:45923", "issue:43257|issue:45305", + "issue:43854|issue:44863", + "issue:44928|issue:45588", "issue:43872|issue:45538", "issue:41093|issue:44805", "issue:44479|issue:44560", "issue:41553|issue:44488", "issue:44530|issue:44863", "issue:24643|issue:30064", - "issue:43366|issue:43828" + "issue:43366|issue:43828", + "issue:45325|issue:45902" ], - "prepared_review_unit_hash": "8af1e1a5b6368bbca91f86b400a8bdb42496a8ee2c66940ed8f1f8780765254b", + "prepared_review_unit_hash": "9e80fac1cc6813814dd4b141ecaa1da345819fb06b6320ac97ada02c57fb4b5c", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 37050, - "estimated_input_tokens": 9263, - "estimated_eval_tokens": 18782 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38073, + "estimated_input_tokens": 9519, + "estimated_eval_tokens": 19294 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: it spans unrelated model-loading regressions, tokenizer/docs issues, DeepSpeed/PEFT training bugs, and one bitsandbytes compatibility problem. None of the soft pairs look like confident duplicates of the same underlying change or bug.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45020 is the broadest and most reusable report in the set, centered on recent-version breakage for `remote_code` models; it is the closest thing to an umbrella duplicate target, though the overall cluster is still mixed.", + "summary": "Most items are distinct bugs spanning different models and subsystems. I found only a few likely duplicate pairs: the docs cleanup for removed pipeline tasks, the repeated `_is_hf_initialized` loading regression, and the repeated mask/tensor shape-mismatch IndexError. No PRs were present.", + "confidence": 0.73, + "canonical_issue_reason": "issue:44291 is the strongest canonical anchor among the true duplicates because it states the regression, version boundary, and underlying `_is_hf_initialized` cause more clearly than the narrower bitsandbytes symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 has the clearest generalizable symptom statement and is the most plausible dedupe anchor among these mostly model-specific reports.", + "best_issue_reason": "issue:44291 is the clearest overall issue to keep: it is specific, reproducible, and broad enough to subsume the related `_is_hf_initialized` failure report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:45685", + "right": "issue:45823", "accept": false, - "reason": "Different failures: Qwen3VL `weight_only=True` loading error vs a generic GLM5 model/topic report; no shared concrete code path." + "reason": "Different failures: MPS Int histogram support vs a Gemma4 device placement mismatch." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing a missing class is unrelated to the bitsandbytes `Int8Params` constructor incompatibility." + "reason": "An import error for Qwen2.5-VL is not the same bug as the bitsandbytes `_is_hf_initialized` incompatibility." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for a specific model is not the same bug as flash-attn fallback being blocked by other checks." + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated code paths." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "`remote_code` regressions are broader, but this is not the same as a Gemma4 device-mapping forward mismatch." + "reason": "Broad remote_code regressions do not match a specific Gemma4 forward device mismatch." }, { - "left": "issue:44661", - "right": "issue:45020", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "`TOKENIZER_MAPPING_NAMES` registration failure is a different failure mode from generic `remote_code` model breakage." + "reason": "Both involve Qwen LoRA, but one is an hf4.x/hf5.x compatibility issue and the other is a config warning; not the same bug." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:44661", + "right": "issue:45020", "accept": false, - "reason": "These are separate LoRA/tie-word-embeddings reports with different model versions and symptoms." + "reason": "Tokenizer-mapping edge case and remote_code regression are different problems." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE is unrelated to Gemma4 device placement with `device_map=\"auto\"`." + "reason": "Autocast dtype mismatch is distinct from device_map=\"auto\" device placement failure." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crashing in tokenizer loading is unrelated to flash-attn fallback gating." + "reason": "Mistral regex patch crash and flash-attn fallback checks are separate failures." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "A broad `remote_code` loading regression does not match the specific Kimi-K2.5 codec / warning regression." + "reason": "Remote_code compatibility regressions are not the same as the Kimi-K2.5 tokenizer codec-handling bug." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "A key error while loading one model is not the same as flash-attn fallback checks blocking kernel selection." + "reason": "Model key lookup failure for MobileLLM is unrelated to flash-attn fallback logic." }, { "left": "issue:43827", "right": "issue:44509", - "accept": false, - "reason": "Both are docs-related, but they are not the same documentation bug unless they point to the exact same stale pages." + "accept": true, + "reason": "Same docs cleanup: both report stale references to removed pipeline tasks after v5." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Untied `lm_head` weights in Mistral3 is a model-specific tying bug, not a non-persistent buffer corruption regression." + "reason": "lm_head tying in Mistral3 is a different bug from silent corruption of non-persistent buffers." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "DeepSpeed ZeRO-3 on a non-pretrained Bert model is unrelated to Gemma4 device mismatch during forward." + "reason": "Zero3/BERT index-out-of-bounds failure is unrelated to Gemma4 device mismatch." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE FP8 failure and generic `remote_code` breakage are distinct model/config paths." + "reason": "Qwen3 MoE FP8 config failure is not the same as a remote_code loading regression." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to an Ovis2 checkpoint corruption report." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to an Ovis2 checkpoint corruption report." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper model runtime failure and `_torch_extract_fbank_features()` are not the same concrete bug." + "reason": "Whisper failing to run is too broad to merge with a specific `_torch_extract_fbank_features()` issue." }, { "left": "issue:43872", "right": "issue:44291", - "accept": false, - "reason": "Both involve `_is_hf_initialized`, but one is a bitsandbytes compatibility issue and the other is `init_empty_weights`; these are different code paths." + "accept": true, + "reason": "Same underlying `_is_hf_initialized` incompatibility during model loading; 44291 generalizes the regression more clearly." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3 MoE FP8 training and bitsandbytes initialization incompatibility are unrelated regressions." + "reason": "Different root causes: Qwen3 MoE FP8 config vs bitsandbytes/init_empty_weights kwarg handling." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "A bad tokenizer error message for Voxtral is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "A bad Voxtral load error message is unrelated to tokenizer loading failures for EMBEDDIA/est-roberta." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are weight-loading problems, but one is Qwen3-Next ZeRO-3 missing params and the other is Qwen3.5 language_model loading; too different to merge." + "reason": "Both are DeepSpeed weight-loading failures, but they target different models and likely different code paths." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Trainer signature mismatch and mask/tensor shape mismatch are entirely different training errors." + "reason": "Unexpected `num_items_in_batch` in compute_loss is not the same as a mask/tensor shape mismatch." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "A unit-test loading failure for GLM-4.7-Flash is not the same as NemotronH checkpoint incompatibility." + "reason": "Gradient checkpointing effectiveness in PEFT LoRA is a different issue from a missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { - "left": "issue:44928", - "right": "issue:45588", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Gradient NaNs from 3D position ids are unrelated to an `s_aux=None` crash in flash attention integration." + "reason": "Qwen3 MoE weight conversion under DeepSpeed is unrelated to gradient averaging under GAS." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "Gradient checkpointing being ineffective with LoRA is a different issue from a missing `supports_gradient_checkpointing` flag on a remote-code model." + "reason": "GLM-4.7-Flash test loading and NemotronH checkpoint loading are different model-specific failures." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:44928", + "right": "issue:45588", "accept": false, - "reason": "Both mention Qwen/DeepSpeed training, but one is weight conversion/loading and the other is GAS gradient averaging; distinct bugs." + "reason": "Gradient explosion/NaN in RLHF is not the same bug as a flash_attention.py crash on `s_aux=None`." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes `_is_hf_initialized` incompatibility does not match a tokenizer `model_max_length` default issue." + "reason": "bitsandbytes `_is_hf_initialized` incompatibility is unrelated to CLIPTokenizer max-length behavior." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "They share a similar mask-shape wording, but the reports are different instances and not clearly the same underlying tensor mismatch." + "accept": true, + "reason": "Same shape-mismatch IndexError; the later report appears to be the same underlying mask/tensor length bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-input regressions, but one targets specific models in v5.3.0 and the other is a Qwen3-vl-embedding StopIteration error; not the same bug." + "reason": "A broad video-input regression across several Qwen models is not the same as a StopIteration error in Qwen3-vl-embedding." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "A bad Voxtral error message is unrelated to a separate model-loading failure for `cjvt/sleng-bert`." + "reason": "Voxtral error-message quality and sleng-bert loading are different model-load problems." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Qwen3.5 PagedAttention cache crash and NemotronH checkpoint loading are different subsystems and symptoms." + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training `'weight' must be 2-D` is unrelated to image processor handling of void segmentation maps." + "reason": "DeepSpeed training weight-shape error is unrelated to void segmentation map processing." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF `gpt-oss` support and Phi-tiny-MoE autocast dtype mismatch are different features and failures." + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are different issues." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope scaling bug and Qwen3_5Moe uninitialized-memory issue are distinct." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The three accepted duplicate pairs are well supported by the issue titles/body summaries, and the summary does not overclaim beyond the evidence. No PRs were present, so there is no mergeability concern." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1539,10 +1442,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:36010", "issue:38175", @@ -1561,11 +1464,13 @@ "issue:43644", "issue:43645", "issue:43646", + "issue:43708", "issue:43720", "issue:43824", "issue:43950", "issue:43957", "issue:43994", + "issue:44075", "issue:44155", "issue:44451", "issue:44488", @@ -1583,26 +1488,23 @@ "issue:45030", "issue:45276", "issue:45313", - "issue:45325", "issue:45357", "issue:45584", "issue:45663", "issue:45685", "issue:45823", - "issue:45834", - "issue:45902" + "issue:45834" ], "soft_pairs": [ - "issue:45325|issue:45902", "issue:45663|issue:45823", "issue:43366|issue:43531", "issue:44155|issue:45584", "issue:43950|issue:45834", "issue:44560|issue:45685", "issue:43824|issue:43957", - "issue:43366|issue:44589", "issue:43550|issue:44910", "issue:42915|issue:43957", + "issue:43366|issue:44589", "issue:43645|issue:43646", "issue:44560|issue:44918", "issue:42617|issue:43366", @@ -1618,237 +1520,256 @@ "issue:43317|issue:44756", "issue:43644|issue:44534", "issue:38175|issue:39692", - "issue:41720|issue:42915", "issue:42491|issue:43720", + "issue:41720|issue:42915", "issue:44960|issue:44977", "issue:45313|issue:45357", "issue:44451|issue:44488", "issue:42915|issue:44756", - "issue:42491|issue:45276" + "issue:42491|issue:45276", + "issue:43708|issue:44075" ], - "prepared_review_unit_hash": "963ce2826aa55552d46b4a62f93bf41f243db9b5ce48a99e0132a2ff17198225", + "prepared_review_unit_hash": "f63ca155e47280861a3dc868989d5bd2630170c08ecc4ba9e40a6c885f77ed14", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36680, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "serialized_chars": 36628, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with one clear duplicate family around the Transformers v5 non-persistent-buffer corruption regression. That subcluster centers more plausibly on issue 43950 than 43644 alone, so the issue-side canon should be phrased as a small duplicate family rather than a uniquely precise single representative.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43950 is the clearest anchor because it names the exact failure mode (`register_buffer(persistent=False)` corruption during `from_pretrained()`) and the Transformers 5.x regression; 43644 and 44534 read like shorter rephrasings of the same bug.", + "summary": "Two true duplicate pairs stand out: the non-persistent-buffer regression and the custom-model-init regression. Most other pairs are only loosely similar (same family/model area) but describe different concrete failures.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43644 is the strongest canonical for the non-persistent-buffer regression: it is an earlier, more specific description of the same bug that issue:44534 restates almost verbatim.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the strongest single representative for the duplicate family because its title is the most explicit about the underlying regression mechanism, but 43644 is also a plausible canonical because it is similarly direct and 44534 is essentially a paraphrase.", + "best_issue_reason": "issue:43644 is the best overall representative because it is precise, clearly phrased, and has a near-verbatim duplicate in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45325", - "right": "issue:45902", - "accept": false, - "reason": "Different model families and failure modes: Qwen2.5-VL rope indexing vs Qwen3_5MoE rotary inv_freq after meta materialization." - }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same Gemma4 family, but different bugs: FSDP2 KeyError in attention vs device_map auto device mismatch during forward." + "reason": "Both are Gemma4 problems, but one is an FSDP2 KeyError in attention while the other is a device_map forward mismatch; different code paths." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated topics: GGUF support for gpt-oss vs a sliding_window bug in Qwen3-MoE." + "reason": "Different bugs: GGUF/gpt-oss support versus Qwen3-MoE sliding_window behavior." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different products and code paths: AudioFlamingo3 batched inference leak vs Whisper empty-transcription generation failure." + "reason": "AudioFlamingo3 batched-track leakage and Whisper empty-transcription generation are unrelated failures." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Both are loading issues, but they concern unrelated models and regressions (non-persistent buffers vs Kosmos2.5 long OCR input)." + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index error are not the same underlying bug." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "No common underlying bug: Qwen3-vl-embedding video StopIteration vs an MPS histogram implementation error in MoE." + "reason": "Qwen3-vl video StopIteration and MoE MPS histogram Int support are unrelated." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for a missing class is a different problem from meta-device loading failures across some models." - }, - { - "left": "issue:43366", - "right": "issue:44589", - "accept": false, - "reason": "Different feature/bug areas: gpt-oss GGUF support vs float8 storage lookup failure." + "reason": "Missing exported Qwen2_5_VL class and meta-device loading issues are different loader regressions." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different failures and models: torch.compile/SDPA on Bamba vs Flash Attention illegal access on Qwen3.5." + "reason": "torch.compile+SDPA failure on Bamba-9B-v2 is distinct from Flash Attention crashing on Qwen3.5 position_ids." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3-MoE FP8 config failure and meta-device loading regressions are separate code paths." + "reason": "FineGrainedFP8Config on Qwen3Moe and meta-device loading bugs are separate problems." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and Float8 storage lookup failures are not the same bug." }, { "left": "issue:43645", "right": "issue:43646", - "accept": false, - "reason": "Closely related but not the same concrete bug: notebook-specific custom-model initialization vs general custom model initialization." + "accept": true, + "reason": "These describe the same custom-model initialization regression; the notebook wording in 43645 is just a more specific repro of 43646." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different symptoms and subsystems: video inference StopIteration vs TRL SFT embedding unpacking." + "reason": "Both mention Qwen3-vl, but one is video StopIteration and the other is SFT embedding unpacking; different failures." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "No shared underlying change: 3d_parallel.py runtime failure vs GGUF architecture support request." + "reason": "3d_parallel.py runtime failure and GGUF architecture support are unrelated." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3-MoE FP8 loading failures." + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer mapping constraints and Gemma4 PLE device placement are different issues." + "reason": "Tokenizer-mapping registration bug and Gemma4 PLE device mismatch are different issues." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different bug classes: video StopIteration vs mask shape mismatch IndexError." + "reason": "Qwen3-vl video StopIteration and a generic mask/tensor shape IndexError are not the same code path." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 long OCR input indexing." + "reason": "_is_hf_initialized regression and Kosmos2.5 long-OCR index error are unrelated." }, { "left": "issue:38175", "right": "issue:43994", "accept": false, - "reason": "Same model family, but the reports are not clearly the same concrete bug; one is zero probabilities, the other broader nonsensical outputs plus pipeline/AutoModel behavior." + "reason": "Both involve siglip2-base-patch16-224, but one is zero probabilities and the other is nonsensical AutoModel/pipeline output; not enough evidence of one bug." }, { - "left": "issue:43638", - "right": "issue:44661", + "left": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "Deepspeed ZeRO-3 index error on BertModel is unrelated to tokenizer mapping failures in add-new-model-like." + "reason": "ImportError for a missing class and meta-device loading breakage are separate regressions." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failures: ZeRO-3 empty-tensor IndexError vs tokenizer mapping validation behavior." + "reason": "DeepSpeed ZeRO-3 BertModel index error and tokenizer-mapping registration failure are different issues." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping validation is unrelated to mask/tensor shape mismatch." + "reason": "Tokenizer mapping registration and generic mask-shape IndexError do not describe the same defect." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both mention config validation, but they involve different models and likely different validation rules rather than the same regression." + "reason": "Both involve config loading, but one is strict config rejection for granite_speech and the other is glm4v validation changes; different models and symptoms." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Device-map/offload loading failure and Strix Halo mmap OOM are different problems." + "reason": "device_map auto dequantized-loading failure and Strix Halo mmap OOM are both memory-related, but not the same underlying bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These are effectively the same regression reported twice: Transformers v5 fills non-persistent buffers with junk, with nearly identical wording and scope." + "reason": "Near-verbatim duplicate: both report Transformers v5 filling non-persistent buffers with junk; 44534 is the same regression with slightly different wording." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "SigLIP2 zero probabilities and SigLIP2 documentation example errors are related by model name but not clearly the same underlying bug." + "reason": "SigLIP2 zero probabilities and SigLIP2 docs example errors are related to the model family but not the same concrete bug." }, { - "left": "issue:41720", - "right": "issue:42915", + "left": "issue:42491", + "right": "issue:43720", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Qwen3-MoE FP8 config failure are separate failure modes." + "reason": "Qwen3_moe LoRA incompatibility after hf5.x and BitNet packed-weight loading are different mechanisms." }, { - "left": "issue:42491", - "right": "issue:43720", + "left": "issue:41720", + "right": "issue:42915", "accept": false, - "reason": "LoRA/Qwen3-MoE hf4.x vs hf5.x compatibility is unrelated to BitNet packed-weight loading." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3Moe FP8 failure are different runtime issues." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 discussion and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are unrelated model-specific bugs." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 issues, but one is ZeRO-3 weight loading while the other is incorrect save_pretrained key handling." + "reason": "ZeRO-3 failing to load language_model weights and save_pretrained writing wrong visual encoder keys are opposite directions of different bugs." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-load failures, but the titles point to different models and no shared concrete bug is established." + "reason": "Both are load failures for different BERT models, but the titles do not indicate the same concrete root cause." }, { - "left": "issue:44910", + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom-model initialization regression; 43645 is the notebook-specific manifestation of 43646." + }, + { + "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Flash-Attention position_ids misinterpretation and TRL SFT embedding unpacking are different code-path problems." + "reason": "The Qwen3-vl video StopIteration and TRL SFT embedding unpacking failures are different." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Strix Halo mmap/OOM are not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3_moe LoRA incompatibility and Gemma4 resize_token_embeddings mismatch are unrelated." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps calculation and SGD arguments not being used are different training bugs." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The soft-edge verdicts are generally conservative, but the top-level issue selection is a bit overstated. In the packet, issue 43950 is at least as strong a canonical candidate for the non-persistent-buffer regression: its title explicitly names `register_buffer(persistent=False)` and the same Transformers 5.x corruption behavior. From the metadata alone, 43644 is not clearly the \"most precise\" representative, and the cluster looks closer to a small duplicate family than a single isolated pair. I\u2019d accept if the canonical/best-issue rationale were toned down to reflect that ambiguity." + "accept": true, + "feedback": "The summary is well-grounded in the packet and stays conservative on the soft edges. The two accepted duplicates (43644\u219444534 and 43645\u219443646) are plausibly the same regressions, and the other pairs are appropriately rejected without overstating evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1861,10 +1782,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:36010", "issue:39404", @@ -1874,19 +1795,18 @@ "issue:42947", "issue:43257", "issue:43335", + "issue:43381", "issue:43404", "issue:43425", "issue:43454", "issue:43644", "issue:43645", - "issue:43708", "issue:43854", "issue:43856", "issue:43873", "issue:43931", "issue:43957", "issue:43994", - "issue:44075", "issue:44155", "issue:44164", "issue:44291", @@ -1897,6 +1817,7 @@ "issue:44756", "issue:44910", "issue:44912", + "issue:44928", "issue:44960", "issue:44991", "issue:45216", @@ -1916,13 +1837,12 @@ "issue:46050" ], "soft_pairs": [ - "issue:43708|issue:44075", "issue:43854|issue:43931", "issue:43257|issue:43854", "issue:45488|issue:45812", "issue:44488|issue:44991", - "issue:43644|issue:43645", "issue:39692|issue:43994", + "issue:43644|issue:43645", "issue:43856|issue:43873", "issue:42491|issue:43931", "issue:43856|issue:44387", @@ -1933,14 +1853,14 @@ "issue:44164|issue:44291", "issue:36010|issue:39404", "issue:45276|issue:45335", - "issue:43425|issue:43957", "issue:43404|issue:43454", + "issue:43425|issue:43957", "issue:41720|issue:44155", "issue:39692|issue:44960", - "issue:44402|issue:44488", "issue:42947|issue:45704", - "issue:45663|issue:45759", + "issue:44402|issue:44488", "issue:43873|issue:44387", + "issue:45663|issue:45759", "issue:44291|issue:44756", "issue:45663|issue:45859", "issue:44155|issue:45823", @@ -1950,252 +1870,260 @@ "issue:43957|issue:44756", "issue:43854|issue:45216", "issue:45276|issue:45292", - "issue:44164|issue:44756" + "issue:42947|issue:43381", + "issue:44164|issue:44756", + "issue:43381|issue:44928" ], - "prepared_review_unit_hash": "4ce8ac05bf6a85e2cc1a5909ded3198b1e669d9b163d5e0e5ff0f134e3b3eac6", + "prepared_review_unit_hash": "2834d5b86e2d4784e23156998c966a46516b6c484f8512576a39e6bbb2ef7d53", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38349, - "estimated_input_tokens": 9588, - "estimated_eval_tokens": 19432 + "soft_pair_count": 36, + "serialized_chars": 38642, + "estimated_input_tokens": 9661, + "estimated_eval_tokens": 19578 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set with one clear duplicate-like pair around `resize_token_embeddings`; no pull requests to assess.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45812 is the broadest, clearest regression report: silent wrong-tokenization for all Granite models in v4\u2192v5, with multiple references and a concrete user-facing failure.", + "summary": "Mostly heterogeneous issue set with one likely duplicate pair around resize_token_embeddings not updating output embeddings; the rest are related only at a broad subsystem level and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report of the resize_token_embeddings/output_embeddings bug; issue:45276 looks like a Gemma4-specific manifestation of the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the strongest representative of the cluster because it is broad, high-impact, and crisply describes a concrete tokenizer regression.", + "best_issue_reason": "issue:45292 is the cleanest representative because it states the core bug generically and can subsume the model-specific variant.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43708", - "right": "issue:44075", - "accept": false, - "reason": "Different bugs: checkpoint resumption step math vs SGD optimizer arguments being ignored." - }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading failures, but for different models and different root causes." + "reason": "Both are model-loading failures, but they involve different models and different failure modes (SigLIP2 example mismatch vs Qwen3-VL weight-shape mismatch)." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE deepspeed/accelerate weight conversion issue is unrelated to GLM-4.7 loading in unit tests." + "reason": "Different subsystems and symptoms: Qwen3 MoE conversion/offload with accelerate+deepspeed versus a SigLIP2 loading/example issue." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different tokenizer paths and different model families; not enough evidence of the same bug." + "reason": "Both are tokenizer regressions, but the affected models and concrete failure modes differ; this is too broad to treat as one bug." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are loading-related, but the affected models and failure modes differ." + "reason": "Both are tokenizer/model-loading complaints, but they concern different models and likely different fixes." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "One is junk-filled non-persistent buffers; the other is custom-model initialization in notebooks." + "reason": "Same model family, but one is a broken documentation example and the other is incorrect inference behavior; not the same underlying bug." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Both mention SigLIP2, but one is a broken docs example and the other is a model/pipeline inference regression." + "reason": "Both mention Transformers 5.0.0, but one is buffer initialization junk and the other is custom-model/Jupyter initialization behavior." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both involve quantization/memory, but one is MoE training memory usage and the other is offloading behavior." + "reason": "Both involve memory/quantization themes, but one is Qwen3 MoE training memory usage and the other is offloading under quantization." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "LoRA compatibility on hf5.x and Qwen3-VL weight-shape mismatch are separate issues." + "reason": "Different models and different breakages: qwen3_moe LoRA compatibility versus Qwen3-VL loading shape mismatch." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Related to memory and quantization, but not the same concrete failure." + "reason": "Both mention memory pressure, but the causes differ materially (Qwen3 MoE training vs int4 quantization reserved memory/OOM)." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Chat crash on Qwen3.5-35B and Gemma4Processor serve crash are different code paths and symptoms." + "reason": "Unrelated failures: Qwen3.5 chat crashes versus Gemma4Processor missing _tokenizer in transformers serve." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Both touch quantization/save-load, but they target different quantization schemes and distinct failure modes." + "reason": "No shared underlying bug: a GLM5 issue versus save/load corruption after sinq quantization." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA model compatibility and resize_token_embeddings behavior are unrelated." + "reason": "Different areas and root causes; one is LoRA portability across branches, the other is resizing embeddings not updating outputs." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both crash in flash-attention-related code, but the causes are different (position_ids packing vs s_aux=None handling)." + "reason": "Both are runtime crashes, but the code paths differ completely (Qwen3.5 flash-attn position_ids vs sink-less flash_attention.py s_aux handling)." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate loader bugs." + "reason": "Both are model-loading/save issues, but one is extra_state serialization and the other is init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are unrelated." + "reason": "Different API regressions: GenerationMixin import path versus Whisper pipeline return_language behavior." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Very similar symptom, but these are different model families and the evidence is insufficient to call them the same concrete bug." + "reason": "These are similar only at a very broad level; Gemma4 and t5gemma hit different embedding paths and are not clearly the same concrete bug." }, { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Torch version incompatibility and meta-device loading failures are different issues." + "reason": "Both are weight-tying bugs, but they affect different model classes and likely require different fixes." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "Both are lm_head tying problems, but they affect different architectures and do not clearly share one code path." + "reason": "Torch version compatibility and meta-device loading are separate issues with different causes." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device mapping assert and AudioFlamingo3 batched leakage are unrelated." + "reason": "Completely different problems: Qwen3 auto device mapping CUDA assert versus AudioFlamingo3 batch token leakage." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Doc-example errors for SigLIP2 and GLM5 model loading are unrelated." - }, - { - "left": "issue:44402", - "right": "issue:44488", - "accept": false, - "reason": "Both mention tokenizer/vocab issues, but they concern different models and different specific failures." + "reason": "Different model families and failure modes; a doc/example bug versus a GLM5 loading issue." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and T5 apex RMSNorm memory leak are unrelated." + "reason": "Both concern training/inference behavior, but gradient checkpointing with LoRA is unrelated to T5 using apex FusedRMSNorm." }, { - "left": "issue:45663", - "right": "issue:45759", + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen multimodal text_config unwrapping are different implementation problems." + "reason": "Both are tokenizer/vocab loading problems, but they concern different models and specific failure modes." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are quantization/memory related, but one is offloading behavior and the other is reserved-memory/OOM regression." + "reason": "Different quantization-related performance problems; one is offloading behavior and the other is increased reserved memory causing OOM." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model architecture bugs: Gemma4 FSDP2 shared_kv_states handling versus Qwen multimodal text_config unwrapping." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights TypeError and mmap OOM avoidance are unrelated." + "reason": "A meta-initialization TypeError and a Strix Halo mmap OOM are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 MoE CPU-offload incompatibility are different issues." + "reason": "Different code paths: Gemma4 FSDP2 attention state rebuilding versus Qwen3.5 MoE rotary embedding offload compatibility." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched leakage and Gemma4 device mismatch are distinct bugs." + "reason": "No shared bug; AudioFlamingo3 batched inference leakage is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 attention state handling are unrelated." + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 attention state rebuilding are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantized model loading problems, but they involve different quantization formats and failure modes." + "reason": "Both are quantization issues, but they involve different quantization formats and different loading failures." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization OOM regression and disabling mmap on Strix Halo are unrelated." + "reason": "Both involve OOMs, but one is quantization-related memory reservation and the other is mmap on Strix Halo." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage and mmap/OOM on Strix Halo are different problems." + "reason": "Meta-device loading regressions are unrelated to the Strix Halo mmap OOM report." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Unit-test model loading failure for GLM-4.7 and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Different failures: model-test loading mismatch versus a Qwen3.5 save_pretrained regression." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying resize_token_embeddings regression: one report is Gemma4-specific, the other is the generic output_embeddings symptom." + "reason": "These describe the same resize_token_embeddings bug; 45276 is the Gemma4-specific manifestation and 45292 is the generic output_embeddings regression." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA and the other is disallowed in eval mode." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and mmap disabling for OOM are unrelated." + "reason": "Serialization of extra_state and mmap-related OOM are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to Qwen3.5 3D position_ids causing SDPA fallback and NaNs." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The chosen canonical issue (45812) is well supported by the packet title and references, the summary matches the all-issue set, and the only accepted soft-edge pair (45276/45292) looks plausibly duplicate-like from the titles. No PRs are present to assess." + "feedback": "Grounded summary. The only accepted duplicate pair (issue:45276 / issue:45292) is well supported by the titles and the shared resize_token_embeddings/output_embeddings symptom, and the other pairwise rejections stay conservative given the differing models, subsystems, or failure modes." }, "evaluator_used": true, "retried": false, @@ -2211,17 +2139,15 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:36032", "issue:39404", - "issue:42947", "issue:43257", "issue:43299", - "issue:43381", "issue:43425", "issue:43452", "issue:43596", @@ -2231,6 +2157,7 @@ "issue:43708", "issue:43716", "issue:43828", + "issue:43856", "issue:43901", "issue:43906", "issue:43931", @@ -2245,6 +2172,7 @@ "issue:44509", "issue:44530", "issue:44589", + "issue:44671", "issue:44683", "issue:44756", "issue:44805", @@ -2253,7 +2181,7 @@ "issue:44898", "issue:44912", "issue:44918", - "issue:44928", + "issue:44991", "issue:45084", "issue:45292", "issue:45335", @@ -2266,8 +2194,6 @@ "issue:45823" ], "soft_pairs": [ - "issue:43381|issue:44928", - "issue:42947|issue:43381", "issue:45684|issue:45698", "issue:44479|issue:44877", "issue:45588|issue:45663", @@ -2275,8 +2201,8 @@ "issue:43645|issue:44164", "issue:43828|issue:43957", "issue:45292|issue:45335", - "issue:43425|issue:43828", "issue:44402|issue:44451", + "issue:43425|issue:43828", "issue:43257|issue:44863", "issue:44683|issue:45823", "issue:44589|issue:44756", @@ -2287,8 +2213,8 @@ "issue:43906|issue:44530", "issue:44530|issue:45084", "issue:39404|issue:44912", - "issue:43901|issue:44509", "issue:44265|issue:44898", + "issue:43901|issue:44509", "issue:44479|issue:44805", "issue:43994|issue:44079", "issue:43425|issue:44918", @@ -2296,232 +2222,238 @@ "issue:43299|issue:43931", "issue:43596|issue:44683", "issue:44164|issue:45759", - "issue:36032|issue:43452" + "issue:39404|issue:44671", + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:43856|issue:44756" ], - "prepared_review_unit_hash": "c99b8293c613d0bb584788d7019177680ef32b1c5b5d7d19f20f8cf00497dbe3", + "prepared_review_unit_hash": "e2c4276ca2ccb69fe173d2fde5330234bc9919f97fd280aa771ca8b3b1e29124", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37127, - "estimated_input_tokens": 9282, - "estimated_eval_tokens": 18820 + "soft_pair_count": 32, + "serialized_chars": 37359, + "estimated_input_tokens": 9340, + "estimated_eval_tokens": 18936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster: the only clear duplicate-like pair is the resize_token_embeddings regression (45292/45335). The remaining soft pairs share broad subsystems or model families, but not the same concrete bug.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45292 is the best canonical anchor because it states the general resize_token_embeddings failure, and 45335 reads as a narrower t5gemma manifestation of the same bug.", + "summary": "This cluster is mostly a family of Transformers v5 regression reports around model/tokenizer loading and custom-model initialization, but the soft pairs are mostly different manifestations rather than true duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43611 is the broadest umbrella for the v5 custom-model loading regression; it captures the general failure mode that several nearby issues describe in narrower ways.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the strongest global issue candidate in this set: it is specific enough to be actionable yet broad enough to subsume the paired t5gemma report.", + "best_issue_reason": "issue:43611 is the most representative single issue for the cluster because it names the general loading breakage directly and is broad enough to subsume related follow-ups.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43381", - "right": "issue:44928", - "accept": false, - "reason": "Both mention training stability, but one is a checkpointing/eval-mode limitation and the other is a NaN/SDPA-fallback regression." - }, - { - "left": "issue:42947", - "right": "issue:43381", - "accept": false, - "reason": "Same broad area, but one is PEFT LoRA checkpointing ineffectiveness and the other is an eval-mode restriction." - }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Custom-model save/load is broad, but one is file permission propagation and the other is wrong module reloaded after save." + "reason": "Both involve save/from_pretrained and custom modules, but one is about permissions on saved source files and the other is about loading the wrong module; different bugs." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different bugs: video-input regression in Qwen VL models versus strict config blocking granite_speech loading." + "reason": "Both are v5/model-loading regressions, but they target different models and failure modes (video input regression vs strict config loading)." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Different code paths: flash-attention crash on sink-less models versus Gemma4 FSDP2 shared_kv_states issue." + "reason": "Different code paths: flash_attention sink-less crash vs Gemma4 FSDP2 shared_kv_states rebuild/KeyError." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "One is custom model init in v5, the other is Trainer resume/max_steps calculation; unrelated bugs." + "reason": "Custom-model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom model notebook init regression versus save/from_pretrained extra_state handling; not the same failure." + "reason": "One is notebook-based custom model initialization; the other is save/from_pretrained extra_state handling. Same area, but not the same bug." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both are dtype-related, but one is autocast on Phi-tiny-MoE and the other is meta-device loading on different models." + "reason": "Both are dtype/loading problems, but one is an autocast mismatch for Phi-tiny-MoE and the other is meta-device loading on Transformers 5." }, { "left": "issue:45292", "right": "issue:45335", - "accept": true, - "reason": "Same resize_token_embeddings bug: the generic report and the t5gemma-specific report describe the same missing embedding update." - }, - { - "left": "issue:43425", - "right": "issue:43828", "accept": false, - "reason": "Torch-version incompatibility versus a model-specific autocast dtype mismatch; too general to be one bug." + "reason": "Both mention resize_token_embeddings, but one reports output_embeddings not updating and the other is a t5gemma-specific decoder.embed_tokens symptom; not clearly the same concrete bug." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch versus an unspecified ScandiBERT load failure; insufficient evidence they share the same root cause." + "reason": "Both are tokenizer-load failures, but one is a vocab-size/special-token mismatch and the other is a specific model load failure; too little evidence they share one root cause." }, { - "left": "issue:43257", - "right": "issue:44863", - "accept": false, - "reason": "Different model-loading failures: Qwen3 MoE conversion under accelerate/deepspeed versus NemotronH checkpoint loading." + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated incompatibility reports: Torch 2.10 support vs an autocast dtype mismatch on a specific MoE model." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different load-time failures; not the same underlying bug." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map auto mismatch are unrelated failures." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map device mismatch are distinct problems." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error versus mmap/OOM on Strix Halo; unrelated bugs." + "reason": "Storage lookup failure for float8 tensors is unrelated to the Strix Halo mmap OOM report." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression versus a tokenizer-behavior change report; not the same issue." + "reason": "Whisper pipeline return_language regression and tokenization changes across versions are different issues." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Broad torch incompatibility versus a Gemma4 device placement bug; different concrete code paths." + "reason": "Torch version incompatibility is not the same as Gemma4 PLE device mismatch during forward." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility issue versus Mistral-3 image preprocessor/model dtype mismatch." + "reason": "Generic Torch compatibility report and Mistral-3 image-preprocessor dtype mismatch are different code paths." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "base_model_prefix loading regression and custom model notebook initialization are different custom-model problems." + "reason": "Both relate to custom model loading in v5, but one is specifically about base_model_prefix and the other about notebook initialization; not the same concrete regression." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "A reproduction of another issue is not enough; the titles point to different runtime failures." + "reason": "These are unrelated: an isolated reproduction of an older issue versus a Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash versus a compile-time non-template-node TypeError; different bugs." + "reason": "Both touch attention/compilation features, but one is a linear_attention group-type crash and the other is a non-template-node compilation error." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language pipeline regression versus MXFP4 quantization fallback; unrelated." + "reason": "Whisper return_language regression and MXFP4 quantization fallback are unrelated." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "Both are docs-related, but one is return_all_scores wording and the other is removed pipeline tasks." + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver interpolation failure." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "torch.export/torch_compilable_check failure versus Perceiver non-default-resolution inference failure; different code paths." + "reason": "Both are docs issues, but they cover different removed pipeline/task references and do not look like the same document bug." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Both are shape/regression reports, but one is Qwen VL video-input regression and the other is a generic mask/tensor indexing error." + "reason": "Different regressions: video input support for Qwen VL models versus a mask-shape IndexError." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Nonsensical Siglip2 outputs versus ModelOutput key assignment behavior; not the same bug." + "reason": "A wrong-result model/pipeline report and a ModelOutput key assignment bug are different problems." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Version incompatibility report versus Qwen3.5 TRL embedding unpacking failure; different concrete problems." + "reason": "Torch incompatibility and TRL unpacking for Qwen3.5 embeddings are different issues." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage issue and non-template-node compile error are unrelated." + "reason": "Float8 storage lookup failure and non-template-node compilation error do not share the same underlying bug." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is accelerate/deepspeed conversion and the other is a checkpoint shape mismatch; not clearly the same bug." + "reason": "Both are Qwen3-VL load issues, but one is a Transformers 5.0 model-conversion regression and the other is a weight-shape mismatch for a specific checkpoint." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel indexing failure versus torch>=2.9 flex_attention compilation failure." + "reason": "Different failures: zero3 init/BertModel indexing versus compiled flex_attention on newer torch." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and AutoModelForCausalLM text_config unwrapping are separate serialization/loading bugs." + "reason": "save/from_pretrained extra_state handling is unrelated to from_config failing to unwrap text_config for composite Qwen configs." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked-LM prediction regression are unrelated." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer special-token conflict and gguf_file loading failures are unrelated loading bugs." + "reason": "Tokenizer special-token method conflicts and gguf_file from_pretrained failures are different loading bugs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but one is CamemBERT masked-LM output and the other is a tokenizer load failure for a specific model; not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and disabling mmap for Strix Halo OOM are different performance/memory issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only clearly duplicate-like pair identified, issue:45292 and issue:45335, is well supported by the titles as the generic and t5gemma-specific resize_token_embeddings reports. The remaining pairwise rejections are appropriately cautious and do not overstate shared root cause evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2533,10 +2465,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:32090", "issue:34567", @@ -2545,6 +2477,7 @@ "issue:40444", "issue:40990", "issue:42915", + "issue:43089", "issue:43262", "issue:43317", "issue:43377", @@ -2560,7 +2493,6 @@ "issue:43645", "issue:43646", "issue:43716", - "issue:43856", "issue:43883", "issue:44164", "issue:44206", @@ -2570,11 +2502,10 @@ "issue:44479", "issue:44488", "issue:44530", + "issue:44534", "issue:44661", - "issue:44671", "issue:44683", "issue:44737", - "issue:44756", "issue:44811", "issue:44849", "issue:44987", @@ -2588,11 +2519,8 @@ "issue:45987" ], "soft_pairs": [ - "issue:39404|issue:44671", - "issue:44671|issue:44991", - "issue:43856|issue:44756", - "issue:44991|issue:45081", "issue:32090|issue:39404", + "issue:44991|issue:45081", "issue:44164|issue:44479", "issue:44737|issue:45859", "issue:43582|issue:43632", @@ -2600,254 +2528,257 @@ "issue:44488|issue:45081", "issue:44488|issue:44987", "issue:43611|issue:43644", - "issue:43716|issue:45084", "issue:40990|issue:43421", + "issue:43716|issue:45084", "issue:44206|issue:44220", "issue:36032|issue:42915", "issue:43643|issue:44530", - "issue:43883|issue:44488", "issue:34567|issue:40444", - "issue:43541|issue:45084", - "issue:44451|issue:44987", + "issue:43883|issue:44488", "issue:44811|issue:45584", + "issue:43541|issue:45084", "issue:42915|issue:44530", - "issue:43644|issue:43646", + "issue:44451|issue:44987", "issue:44464|issue:45987", + "issue:43644|issue:43646", "issue:43452|issue:43482", "issue:43317|issue:43482", "issue:36032|issue:43645", "issue:44849|issue:45325", - "issue:45084|issue:45507", "issue:44987|issue:44991", + "issue:45084|issue:45507", "issue:43883|issue:44991", - "issue:43262|issue:43377" + "issue:43262|issue:43377", + "issue:43089|issue:45987", + "issue:43645|issue:44534", + "issue:43646|issue:44534" ], - "prepared_review_unit_hash": "e430e954f4df4c873b35f325c63d01ec198111dfcc450fff21fa4242c22fdfab", + "prepared_review_unit_hash": "e9ad1932cdc3468b4ad9937f89a8960fcb512496cdabf93a459b74203307b1a7", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37541, - "estimated_input_tokens": 9386, - "estimated_eval_tokens": 19028 + "serialized_chars": 37027, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers issues, with a few broad v5 regression reports and several model-specific failures. None of the soft pairs look like the same concrete bug from titles alone, so all are rejected.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 43646 is the broadest representative of the cluster\u2019s main theme: Transformers 5.0.0 breaking custom model initialization. It best captures the general v5-regression flavor shared by several nearby reports, even though the set is not a true duplicate cluster.", + "summary": "This cluster is a loose mix of unrelated Transformers bug reports and regressions; the soft-similarity links are mostly title-level overlaps, not the same underlying defect. No PRs are present, and I don't see a true duplicate pair worth merging.", + "confidence": 0.82, + "canonical_issue_reason": "No single issue cleanly represents a duplicate set here; the cluster spans many distinct subsystems (trainer, tokenizers, multimodal, generation, loading regressions).", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best single issue to anchor the cluster because it is broad, central to the v5 initialization/regression theme, and more representative than the narrower model-specific reports.", + "best_issue_reason": "If one issue must stand in as the closest cluster anchor, issue 43646 is the broadest/general regression report, but it still does not unify the rest into one concrete bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39404", - "right": "issue:44671", - "accept": false, - "reason": "Different products and failures: Whisper pipeline language return vs CamemBERT masked LM predictions." - }, - { - "left": "issue:44671", - "right": "issue:44991", - "accept": false, - "reason": "Both are loading/prediction regressions, but one is CamemBERT MLM output and the other is tokenizer loading for a specific model; not the same bug." - }, - { - "left": "issue:43856", - "right": "issue:44756", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Both mention memory concerns, but one is Qwen3 MoE training efficiency and the other is mmap/OOM on Strix Halo; different causes and fixes." + "reason": "Different failures: Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the Mistral regex patch crash." - }, - { - "left": "issue:32090", - "right": "issue:39404", - "accept": false, - "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline failure are unrelated subsystems." + "reason": "Both involve tokenizers/loading, but one is a tokenizer load regression and the other is a Mistral regex patch crash with a different root cause." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "save/from_pretrained extra_state handling is not the same as the Qwen video input regression." + "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen2.5-VL video-input regression." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are rotary/position-related, but one is XLNet CPU device placement and the other is Qwen3.5 MoE CPU offload compatibility." + "reason": "Both mention CPU/device behavior, but XLNet CPU arange overhead and Qwen3_5Moe CPU-offload incompatibility are different code paths." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag regression are different initialization bugs." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping registration failure is unrelated to compiled flex_attention on newer torch." + "reason": "Tokenizers_MAPPING_NAME add-new-model-like failure is unrelated to compiled flex_attention on torch >= 2.9." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Model loading failure for cjvt/sleng-bert is not the same as the Mistral regex patch backend_tokenizer crash." + "reason": "Both are model/tokenizer loading issues, but the affected code paths and symptoms differ." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading regressions, but they affect different models and different failure paths." + "reason": "These are separate loading regressions for different models and versions, not one concrete bug." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "base_model_prefix loading breakage and junk-filled non-persistent buffers are separate v5 regressions with different symptoms." + "reason": "Base_model_prefix loading breakage and junk-filled non-persistent buffers are distinct v5 regressions." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Image preprocessor dtype mismatch for Mistral-3 is unrelated to template compilation errors." + "reason": "Perplexity anomaly on gpt-oss-20b is unrelated to runtime post-processor updates in tokenizers backend." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Perplexity regression on gpt-oss-20b is not the same as runtime special-token post-processor update behavior." + "reason": "Image preprocessor dtype mismatch is unrelated to template compilation failures." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "The titles point to different audio feature-extraction regressions: unsupported center arg vs _torch_extract_fbank_features issues." + "reason": "Unsupported center arg in LasrFeatureExtractor is not the same as a low-level _torch_extract_fbank_features issue." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are distinct errors." + "reason": "Tokenizer add_special_tokens name conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache group-type crash on Qwen3.5." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Missing all_tied_weights_keys on MolmoForCausalLM is different from tokenizer loading failures." + "reason": "Missing fields with trust_remote_code=True is unrelated to PagedAttentionCache linear_attention crashes." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset multi-image finetuning are unrelated." + "reason": "TrainerState num_input_tokens_seen not updating is unrelated to Qwen2.5-VL iterable multimodal finetuning failures." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error for Mixtral is not the same as template compilation failure." + "reason": "Molmo all_tied_weights_keys missing and model-loading failures for cjvt/sleng-bert are different problems." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Two model-loading problems, but for different repos/models and different breakpoints; not a duplicate." + "reason": "Whisper batch_decode skip_special_tokens bug is unrelated to empty-transcription generation after align_special_tokens." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are related to Whisper, but they are different code paths and not the same bug." + "reason": "Mixtral grouped_mm torch-dynamo tracing error is a different failure than non-template node compilation." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 training failure and Qwen3.5 PagedAttentionCache crash are separate Qwen-family issues." + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention crash are separate model/runtime bugs." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Both are v5 regressions, but one is buffer initialization and the other is custom model initialization; not the same underlying issue." + "reason": "ScandiBERT loading regression is unrelated to physical-intelligence/fast loading on transformers>=5.1.0." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation with compiled forward and StaticCache.get_seq_length returning a Tensor are different bugs." + "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache.get_seq_length() returning the wrong type." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffers and the other is custom model initialization; not the same bug." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "gguf_file support breakage and Qwen2.5-GGUF loading failure are related only by GGUF, not by the same failure mode." + "reason": "gguf_file breaks auto loading and Qwen2.5-GGUF loading on v5 are related in area but not clearly the same concrete defect." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "device_map=auto dequantized offload failure is different from GGUF loading failure." + "reason": "gpu+cpu offload dequantized-model loading and Qwen2.5-GGUF v5 loading failure are separate load-path regressions." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer add_special_tokens conflict is not the same as custom model initialization in notebooks." + "reason": "Tokenizer special-token method conflict is unrelated to Jupyter custom model initialization breakage." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope index scaling bug are different model-specific regressions." + "reason": "Qwen3.5 output_hidden_states bug and Qwen2.5-VL rope-index scaling issue affect different model internals." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Template compilation error is unrelated to GraniteMoEHybrid calling an invalid method." + "reason": "Different failing models and symptoms; both are loading regressions but not one shared bug." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Both are loading regressions, but they affect different models and likely different tokenizer/model initialization paths." + "reason": "Template-node compilation error is unrelated to GraniteMoEHybrid invalid method calls." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "Missing tied-weights metadata and tokenizer loading regression are unrelated." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor sampling-rate default bug and MIMI encoder padding-mask bug are different issues in different subsystems." + "reason": "Audio apply_chat_template sampling-rate default is unrelated to MIMI encoder padding-mask behavior." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation GPU sync/dispatch overhead is a performance issue, not the same as StaticCache return-type regression." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in notebooks and junk-filled non-persistent buffers are separate v5 breakages." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer corruption are different bugs despite both being v5 regressions." } ] }, @@ -2866,17 +2797,19 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ + "issue:33666", "issue:36032", "issue:40444", "issue:40990", + "issue:41553", "issue:41720", + "issue:42175", "issue:42915", - "issue:43089", "issue:43296", "issue:43322", "issue:43377", @@ -2884,10 +2817,9 @@ "issue:43425", "issue:43531", "issue:43540", + "issue:43582", "issue:43611", "issue:43632", - "issue:43645", - "issue:43646", "issue:43742", "issue:43792", "issue:43819", @@ -2916,273 +2848,270 @@ "issue:45216", "issue:45325", "issue:45357", - "issue:45663", - "issue:45987" + "issue:45542", + "issue:45663" ], "soft_pairs": [ - "issue:43089|issue:45987", - "issue:43645|issue:44534", "issue:43404|issue:44466", - "issue:43646|issue:44534", - "issue:44403|issue:45081", "issue:43322|issue:43540", - "issue:42915|issue:45084", + "issue:44403|issue:45081", "issue:43994|issue:44610", + "issue:42915|issue:45084", "issue:43377|issue:43819", "issue:44220|issue:44683", + "issue:44265|issue:44610", "issue:44451|issue:45081", "issue:44987|issue:45081", - "issue:44265|issue:44610", "issue:42915|issue:44291", - "issue:45216|issue:45357", "issue:43632|issue:44756", - "issue:44062|issue:44987", + "issue:45216|issue:45357", "issue:36032|issue:43742", + "issue:44062|issue:44987", "issue:42915|issue:44589", - "issue:43296|issue:43531", "issue:44479|issue:45325", "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:40444|issue:45325", "issue:43531|issue:44877", "issue:36032|issue:41720", - "issue:43425|issue:44403", - "issue:40444|issue:45325", "issue:43611|issue:44534", + "issue:43425|issue:44403", "issue:43632|issue:44534", - "issue:43792|issue:44589", "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44079|issue:45663", "issue:44683|issue:45020", - "issue:44079|issue:45663" + "issue:41553|issue:43582", + "issue:42175|issue:45542", + "issue:33666|issue:40444" ], - "prepared_review_unit_hash": "0cc8d56cb7964531b2dc5116dc7fd5c806cbce0346a8a3586ef3615a3e20e3e4", + "prepared_review_unit_hash": "7095dbcc2d236cc59a85373a3857cfb180f31ef7ff1ccc977d1263a5c0ccb1fe", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36688, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "serialized_chars": 37175, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of Transformers v5/model-loading regressions. Only one pair looks like a true duplicate: the Qwen3.5 `save_pretrained` visual-encoder key regression. The rest are related in theme but hit different code paths or models.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45216 is the broader report of the Qwen3.5 `save_pretrained` regression, and issue:45357 is a narrower later report of the same incorrect visual-encoder key serialization.", + "summary": "Heterogeneous set of transformer bugs; the soft-similarity pairs mostly connect superficially similar but distinct issues across different models, features, and runtime paths. No true duplicate pair stands out, so this is not a cohesive duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is appropriate: the items span unrelated bugs, so any one issue would be a misleading umbrella.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best representative because it clearly states the regression boundary and covers the underlying `save_pretrained` bug that the follow-up report repeats.", + "best_issue_reason": "Issue 44403 is the broadest/openest candidate, but it still does not actually cover the other failures well enough to serve as a real duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43089", - "right": "issue:45987", - "accept": false, - "reason": "Generation overhead from per-token GPU syncs is unrelated to `StaticCache.get_seq_length()` returning the wrong type." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Notebook custom-model initialization breakage is a different failure mode from non-persistent buffers being filled with junk." - }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both involve tied weights, but one is a load-time `lm_head` tying bug and the other is a save-serialization inconsistency." + "reason": "Different bugs: Mistral3 weight-tying serialization vs a broader save_pretrained inconsistency in Qwen3.5." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Custom model initialization in v5 is not the same bug as non-persistent buffer corruption." + "reason": "Both are multimodal loading failures, but one is a Llava Next segfault and the other is a Qwen3OmniMoe video-input ValueError." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "General load-time noise/warnings are not the same underlying crash as the Mistral tokenizer regex patch failure." + "reason": "Generic loading-noise issue vs a specific tokenizer regex patch crash in Mistral." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Llava Next segmentation faults and Qwen3OmniMoe video ValueErrors are distinct multimodal bugs." + "reason": "Unrelated failures: SigLIP2 produces bad outputs, while OmDet-Turbo has a processor/model image-size mismatch." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8 config loading and template-node compilation failures are unrelated code paths." - }, - { - "left": "issue:43994", - "right": "issue:44610", - "accept": false, - "reason": "SigLIP2 incorrect outputs and OmDet-Turbo image-size mismatch are different model/preprocessing issues." + "reason": "Different code paths: Qwen3Moe FineGrainedFP8Config vs template compilation failing on non-template nodes." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI batching/padding-mask mismatch is unrelated to DAC `from_latents` vs forward-pass divergence." + "reason": "Different models and bugs: MIMI padding-mask batching issue vs DAC from_latents missing-STE mismatch." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are different failures." + "reason": "Audio feature extraction bug vs compiled flex_attention failure on torch >= 2.9." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Model load failure for ScandiBERT is not the same bug as the tokenizer backend patch crash." + "reason": "torch.export with torch_compilable_check is unrelated to the OmDet processor producing the wrong input size." }, { - "left": "issue:44987", + "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Loading `physical-intelligence/fast` and patching Mistral tokenizer regex are separate regressions." + "reason": "ScandiBERT loading failure is a different model-loading problem than the Mistral tokenizer backend crash." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "`torch.export` with `torch_compilable_check` is unrelated to the OmDet-Turbo processor/model input-size mismatch." + "reason": "Different regressions: loading physical-intelligence/fast vs tokenizer regex patching for Mistral." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both mention v5 loading problems, but FP8 config handling and `init_empty_weights` argument incompatibility are different bugs." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same Qwen3.5 `save_pretrained` regression; 45357 is a later, narrower restatement of the incorrect visual-encoder key saving bug." + "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized argument handling are distinct issues." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "The `_is_hf_initialized` flag regression is unrelated to disabling mmap on Strix Halo to avoid OOM." + "reason": "Unrelated problems: _is_hf_initialized flag handling vs mmap-related OOM on Strix Halo." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:45216", + "right": "issue:45357", "accept": false, - "reason": "`AddedToken(..., special=...)` argument conflicts are not the same as a model-loading failure for `physical-intelligence/fast`." + "reason": "Same model family but different regressions: checkpoint save correctness vs incorrect visual encoder keys." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer `add_special_tokens` method/attribute conflict is unrelated to the MobileLLM key-error load failure." + "reason": "Tokenizer special-tokens conflict is unrelated to the MobileLLM key error." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "FP8 config issues and missing `Float8_e4m3fnStorage` are different compatibility problems." + "reason": "AddedToken keyword collision is a tokenizer API bug, not the physical-intelligence/fast loading regression." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding-window behavior are separate bugs." + "reason": "Qwen3Moe FP8 config failure is unrelated to the Float8 storage object error." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "The video-input regression in Qwen models is not the same as still-image temporal position-id scaling in `get_rope_index`." + "reason": "Both touch Qwen VL, but one is a broad video-input regression and the other is a specific rope-index scaling bug." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Untied `lm_head` weights in Mistral3 are not the same as LoRA merge collapse after vocab extension." + "reason": "Weight-tying serialization bug is different from LoRA merge collapse with extended vocabulary." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and strict config rejection for `granite_speech` are unrelated." + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are different issues." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Tokenizer load conflicts are unrelated to the Qwen3 auto-device-map CUDA assert." + "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL rope-index temporal scaling bug." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Torch 2.10 incompatibility is broader version support, not the same as transformer-load noise." + "reason": "Qwen3-MoE sliding_window bug vs strict config blocking granite_speech loading." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "IterableDataset multi-image prompting failure is unrelated to Qwen2.5-VL rope-index temporal scaling." + "reason": "Tokenizer load conflict is unrelated to the Qwen3 auto-device-mapping cuda assert." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "`base_model_prefix` loading breakage is a different code-path from non-persistent buffer corruption." + "reason": "base_model_prefix loading incompatibility does not match the non-persistent-buffer junk-fill regression." }, { - "left": "issue:43632", + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility is a versioning issue, not the generic loading-noise bug." + }, + { + "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "The `_is_hf_initialized` regression and junk-filled buffers are distinct v5 issues." + "reason": "Unexpected _is_hf_initialized handling is distinct from non-persistent buffers being initialized with junk." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on WikiText is an evaluation/model issue, not Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure is unrelated to the missing float8 storage type." + "reason": "Whisper run failure and missing Float8 storage are different runtime problems." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "High perplexity on GPT-OSS and Whisper `batch_decode` skipping behavior are different bugs." + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states reconstruction." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on new torch versions is not the same as broad `remote_code` loading regressions." + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to remote_code model-loading regressions." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad Voxtral error messaging is not the same as the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "ModelOutput key assignment and Gemma-4 FSDP2 shared-kv-state rebuilding are unrelated implementation bugs." + "reason": "Missing TensorFlow in the torch extra and undefined tf backend from tensorboard-only install are different packaging bugs." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL iterable-dataset multi-image finetuning are separate training issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The Qwen3.5 `save_pretrained` pair is the only clearly supported duplicate, and the other soft-edge rejections stay within the evidence in the packet without overclaiming." - }, - "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 }, @@ -3194,26 +3123,25 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ - "issue:33666", "issue:35707", "issue:40444", - "issue:41553", "issue:41720", "issue:42175", + "issue:42915", "issue:43296", "issue:43317", "issue:43377", "issue:43381", "issue:43421", + "issue:43454", "issue:43482", "issue:43525", "issue:43531", - "issue:43582", "issue:43611", "issue:43632", "issue:43644", @@ -3229,6 +3157,7 @@ "issue:44291", "issue:44403", "issue:44462", + "issue:44466", "issue:44534", "issue:44568", "issue:44589", @@ -3243,236 +3172,251 @@ "issue:45479", "issue:45491", "issue:45538", - "issue:45542", + "issue:45800", "issue:45812", "issue:45834", "issue:45923" ], "soft_pairs": [ - "issue:42175|issue:45542", "issue:44403|issue:44991", - "issue:41553|issue:43582", - "issue:33666|issue:40444", "issue:43421|issue:44568", - "issue:43818|issue:45357", - "issue:44291|issue:44589", - "issue:44462|issue:45812", "issue:35707|issue:40444", - "issue:43482|issue:45538", + "issue:43818|issue:45357", "issue:43317|issue:43856", + "issue:44462|issue:45812", "issue:43381|issue:45923", + "issue:43482|issue:45538", + "issue:44291|issue:44589", "issue:44829|issue:45479", "issue:43482|issue:43525", "issue:44079|issue:44534", - "issue:43531|issue:44291", "issue:43377|issue:45491", + "issue:43531|issue:44291", "issue:41720|issue:45081", - "issue:43749|issue:44079", "issue:40444|issue:45381", - "issue:43644|issue:44079", + "issue:43749|issue:44079", "issue:44265|issue:45072", + "issue:43644|issue:44079", "issue:42175|issue:43296", "issue:43632|issue:45072", "issue:45325|issue:45381", - "issue:43792|issue:43957", "issue:43611|issue:43646", + "issue:43792|issue:43957", "issue:43994|issue:44898", - "issue:45325|issue:45834" + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43296|issue:45800" ], - "prepared_review_unit_hash": "41c8d117e73ab2825e997955b01f079f14e4ee9dc6c10e79ff265d217f18b962", + "prepared_review_unit_hash": "ff26653abec839ba4334c18cfb6d0384edbfddc25f47c116aaa0b865ca0dc967", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36555, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "serialized_chars": 36642, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated issues. The only strong duplicate-like pair is the Qwen2.5-VL position-id regression pair; everything else is too broad or points to different code paths.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45325 is the clearest root-cause report: it names the specific Qwen2.5-VL `get_rope_index` position-id bug and is broad enough to cover the related video-position-id symptom.", + "summary": "The cluster is mostly heterogeneous transformer-regression reports. No soft pair is strong enough to treat as the same underlying bug or change, so I reject all soft edges and treat the set as unrelated issues with similar symptom wording.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43646 is the broadest and most representative issue in the set, but only as a loose umbrella for v5 initialization regressions; the cluster overall does not form a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the best representative issue because it is specific, actionable, and appears to subsume the closest soft-match companion issue.", + "best_issue_reason": "issue:43646 is the best single issue to anchor this noisy cluster because its title is broad enough to represent the general class of v5 initialization breakages seen here.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42175", - "right": "issue:45542", - "accept": false, - "reason": "Both mention backend/install behavior around TensorFlow, but one is about missing TF in a torch extra while the other is about tensorboard-only installs; different failures and fixes." - }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Both concern tokenizer/model loading, but one is about noisy loading logs and the other is a tokenizer failure for a specific model; not the same bug." + "reason": "Both involve loading behavior, but one is generic load noise and the other is a specific tokenizer-resolution regression for a particular repo." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Completely different areas: tokenizer error messaging vs an Apple Silicon allocator TypeError." + "reason": "One is about runtime special-token post-processing, the other about add_special_tokens failing to add BOS/EOS; related area, different bug." }, { - "left": "issue:33666", + "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning; different concrete problems." - }, - { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Shared theme of special tokens, but one is about runtime post-processor updates and the other is a tokenizer-specific add_special_tokens regression; not clearly the same code-path bug." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL finetuning with multiple images per prompt." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different models and failures: Video-LLaVA tower weights/temporal attention versus Qwen3.5 save_pretrained key handling." + "reason": "Video tower temporal attention/weight sharing is a different code path from incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Both are transformers v5 loading issues, but one is about `_is_hf_initialized` during init-empty-weights loading and the other is a float8 storage lookup error; distinct root causes." + "reason": "Device-map loading/offload failure is unrelated to Qwen3 MoE training memory efficiency." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both involve AutoTokenizer regressions, but one is about ignoring `tokenizer.json` and the other about wrong Granite token IDs; different behaviors and likely different fixes." + "reason": "Tokenizer.json being ignored and Granite token IDs being wrong are different tokenizer regressions with different symptoms and scope." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Unrelated generation bug versus a VL finetuning failure." + "reason": "Gradient checkpointing in eval mode is not the same as a missing supports_gradient_checkpointing flag on a remote-code model." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading under transformers v5 is unrelated to CLIPTokenizer max-length behavior." - }, - { - "left": "issue:43317", - "right": "issue:43856", - "accept": false, - "reason": "One is dequantized model offload loading, the other is MoE training memory usage; too far apart." + "reason": "GGUF model loading failure and CLIPTokenizer model_max_length behavior are unrelated issues." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "One is eval-mode gradient checkpointing behavior, the other is a missing support flag on a trust_remote_code model; related area but different bug." + "reason": "Unexpected _is_hf_initialized init arg and missing Float8 storage registration are different v5 breakages." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both can cause degenerate classification training, but the triggers are different: flash_attention_3 versus `num_labels=1`/problem_type handling." + "reason": "flash_attention_3 training collapse and single-label num_labels=1 zero-loss are distinct classification/training bugs." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and missing `pad_token_id` on Llama4Config are unrelated." + "reason": "Qwen2.5-GGUF loading failure is unrelated to Llama4Config missing pad_token_id." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Different internal model behaviors: ModelOutput key assignment versus non-persistent buffer initialization." + "reason": "ModelOutput key assignment and non-persistent buffer serialization are different internals and different symptoms." }, { - "left": "issue:43749", - "right": "issue:44079", + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to Gemma3 NaNs from sliding-window/all-padding windows." + }, + { + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM loading and ModelOutput key assignment are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are separate regressions." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert and Mistral regex patch crash are entirely different failures." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL multimodal issues, but one is multi-image dataset finetuning and the other is video vision-position-id handling; not the same bug." + "reason": "Multiple-images-per-prompt finetuning and video vision_position_ids issues are both Qwen2.5-VL, but not the same concrete bug." }, { - "left": "issue:43644", + "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "One is about junk-filled non-persistent buffers in v5, the other about `ModelOutput` key assignment; different code paths." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share a concrete code-path problem." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/compilable-check failure is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "torch.export/torch_compilable_check failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffers being filled with junk is a different regression from ModelOutput key bookkeeping." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TensorFlow backend packaging is unrelated to loading PaddleOCR-VL in vLLM." + "reason": "Packaging TensorFlow into the torch extra and vLLM loading PaddleOCR-VL are unrelated." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "`_is_hf_initialized` regression and dtype mismatches are different issues." + "reason": "_is_hf_initialized flag handling and bfloat16 dtype mismatches are different failure modes." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Both report Qwen2.5-VL position-id/rope-index regressions in transformers 5.3.0 and look like symptoms of the same underlying multimodal position-index bug." - }, - { - "left": "issue:43792", - "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure and meta-device model loading breakage are unrelated." + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video-input vision_position_ids." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are transformers v5 regressions in model loading/init, but one is about `base_model_prefix` handling and the other about custom model initialization; too broad to treat as one bug." + "reason": "base_model_prefix loading failure and generic custom-model initialization breakage overlap thematically, but the concrete bugs are not clearly the same." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and meta-device loading breakage are distinct model-loading problems." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model failures: SigLIP2 nonsense outputs versus Perceiver non-default-resolution failure." + "reason": "Siglip2 nonsensical outputs and Perceiver non-default-resolution failure are different vision-model issues." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different models and mechanisms: Qwen2.5-VL rope-index scaling versus Kosmos2.5 OCR long-input index error." + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 OCR index errors are unrelated even though both involve long-context vision inputs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Missing lm_head weight tying causing garbage text and device-dependent serialization of lm_head.weight are separate tied-weight problems." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 configuration failure and Qwen2.5-GGUF loading failure are different model/setup combinations." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and a torch/transformers version incompatibility are not the same underlying defect." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the packet supports the broad conclusion that most pairs are unrelated, and the only plausible mergeable duplicate-style match is the Qwen2.5-VL position-id/rope-index pair. The non-matching verdicts are generally conservative, and the chosen representative issue is reasonable given the available evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3484,10 +3428,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:34634", "issue:35707", @@ -3495,7 +3439,6 @@ "issue:40444", "issue:40990", "issue:41720", - "issue:42915", "issue:42947", "issue:43257", "issue:43262", @@ -3504,7 +3447,6 @@ "issue:43322", "issue:43377", "issue:43454", - "issue:43482", "issue:43526", "issue:43550", "issue:43572", @@ -3512,6 +3454,7 @@ "issue:43701", "issue:43720", "issue:43746", + "issue:43749", "issue:43819", "issue:43873", "issue:43881", @@ -3522,33 +3465,31 @@ "issue:44466", "issue:44479", "issue:44488", + "issue:44534", "issue:44568", "issue:44610", "issue:44877", "issue:44898", + "issue:44991", "issue:45072", "issue:45325", "issue:45357", "issue:45584", "issue:45701", "issue:45759", - "issue:45800", "issue:45823", "issue:45920", "issue:45923", "issue:46050" ], "soft_pairs": [ - "issue:43454|issue:44466", - "issue:42915|issue:43482", - "issue:43296|issue:45800", "issue:44479|issue:45823", "issue:43701|issue:45325", "issue:44291|issue:44877", "issue:43606|issue:44265", "issue:43881|issue:44488", - "issue:43262|issue:43746", "issue:43873|issue:45701", + "issue:43262|issue:43746", "issue:40990|issue:45584", "issue:34634|issue:35707", "issue:44568|issue:45920", @@ -3561,247 +3502,240 @@ "issue:39692|issue:40444", "issue:43317|issue:43873", "issue:43454|issue:45072", - "issue:43572|issue:45759", - "issue:43257|issue:45923", "issue:43377|issue:44898", + "issue:43257|issue:45923", + "issue:43572|issue:45759", "issue:40990|issue:42947", "issue:43322|issue:46050", "issue:43526|issue:43883", "issue:43454|issue:43720", + "issue:41720|issue:43322", "issue:43296|issue:44877", - "issue:44466|issue:45357", - "issue:41720|issue:43322" + "issue:43749|issue:44534", + "issue:43881|issue:44991", + "issue:44466|issue:45357" ], - "prepared_review_unit_hash": "1949eb950b5596658bb640a05e8702dded7fdba55383b3307e98c11d5dd96586", + "prepared_review_unit_hash": "0a9010904b02096dbf04380dbe27c503ac8fb39eb8753532b596f78fd251b665", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37490, - "estimated_input_tokens": 9373, - "estimated_eval_tokens": 19002 + "soft_pair_count": 31, + "serialized_chars": 37222, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a heterogeneous mix of unrelated model-loading, tokenizer, multimodal, and device/offload regressions. Only the offloading/quantization pair (43317 \u2194 43873) looks like a plausible duplicate; the rest are too model- or subsystem-specific to merge.", - "confidence": 0.42, - "canonical_issue_reason": "Issue 43873 is the broadest offloading/quantization regression and the clearest duplicate target, with the strongest overlap to 43317.", + "summary": "This is a heterogeneous set of unrelated closed issues. None of the soft-similarity pairs look like the same underlying bug/change, so all candidate duplicates are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical issue: the items span many unrelated subsystems and failure modes, so there is no single duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the most representative umbrella issue for the small offload/quantization subcluster and the best canonical choice among these candidates.", + "best_issue_reason": "No globally best issue: none of the issues is a strong representative of the others, since the cluster is not a true duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43454", - "right": "issue:44466", - "accept": false, - "reason": "Both involve tied weights, but one is a runtime config/tie issue and the other is save_pretrained serialization inconsistency; related theme, not the same bug." - }, - { - "left": "issue:42915", - "right": "issue:43482", - "accept": false, - "reason": "Different models and failure modes: FineGrainedFP8Config vs GGUF loading under v5." - }, - { - "left": "issue:43296", - "right": "issue:45800", - "accept": false, - "reason": "PaddleOCR-VL/vLLM load failure is unrelated to a torch 2.4.1 vs transformers 5.8 incompatibility report." - }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both are model/runtime regressions, but one is a video-input bug and the other is a device_map forward mismatch on a different model family." + "reason": "Different models and failure modes: video-input regression vs device-mismatch in Gemma4 PLE." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/temporal position indexing." + "reason": "Checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated bugs." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both concern loading/config behavior in v5, but the root causes are distinct: _is_hf_initialized argument handling vs strict Granite speech config parsing." + "reason": "Both are loading/config issues, but one is an init_empty_weights arg mismatch and the other is strict config loading." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch for Bark is unrelated to torch.export failures caused by torch_compilable_check." + "reason": "CPU offload device mismatch and torch.export/torch_compilable_check failures are different code paths." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Generic loading failures, but for different models and no shared concrete code path." + "reason": "Both are model-load failures, but for different models and likely different root causes." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Audio chat-template sampling-rate handling and PEFT checkpoint loading are separate bugs." + "reason": "Offloading/quantization trouble is unrelated to tokenization behavior changes." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Offloading/quantization regression is unrelated to tokenization version changes." + "reason": "Audio chat-template sampling-rate defaulting and PEFT checkpoint loading are separate problems." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss is not the same as Whisper empty-transcription generation failure." + "reason": "High perplexity on a language model and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are different code paths." + "reason": "Bark voice_preset handling and generation with inputs_embeds/past_key_values do not share the same bug." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different APIs and model groups; not the same bug." + "reason": "Both concern tokenization, but one is a single tokenizer special-token bug while the other is a broad wrong-token-ID regression." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation bug is unrelated to Qwen3 auto device mapping cuda asserts." + "reason": "Progressive generation logic and auto device-mapping CUDA assert are different failures." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer batching/padding crash is unrelated to torch.export/export-time checks." + "reason": "Tokenizer padding/truncation crash and torch.export/compilable-check failure are not the same issue." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both are audio-related, but one is CPU offload/device mismatch and the other is DAC latent/STE behavior." + "reason": "Device-mismatch offload bug vs DAC from_latents/STE mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different model families and failure modes, both around device placement but not the same bug." + "reason": "Both mention device mapping, but they affect different models and different concrete failures." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Tied-weight generation/serialization bug is unrelated to Bamba SDPA/torch.compile failures." + "reason": "Weight-tying serialization and torch.compile SDPA failure are separate problems." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Padding-mask inconsistency in MIMI and OmDet-Turbo input-size mismatch are unrelated." + "reason": "Padding-mask correctness in MIMI is unrelated to an OmDet-Turbo processor/model resolution mismatch." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation example errors and multi-image finetuning failures are different issues." + "reason": "Doc-example/model mismatch and multi-image iterable-dataset finetuning failure are different bugs." }, { "left": "issue:43317", "right": "issue:43873", - "accept": true, - "reason": "These describe the same offloading/quantization failure path: device_map auto loading of quantized/dequantized models does not work as expected." + "accept": false, + "reason": "Both touch offloading/quantization, but one is a specific dequantized load failure and the other is a broad offloading complaint." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Tied-weight handling is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Tied-weight serialization and bfloat16 dtype mismatch are different concrete issues." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Missing pad_token_idx after v5 update is not the same as failing to unwrap text_config for composite multimodal configs." + "reason": "Missing padding-mask support and Perceiver positional-encoding handling are unrelated." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Accelerate+deepspeed weight conversion failure is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Qwen3 MoE accelerate/deepspeed loading and missing gradient-checkpointing flag are different code changes." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Missing padding-mask support and non-default resolution interpolation are distinct issues." + "reason": "Missing pad_token_idx and failing to unwrap text_config are separate configuration bugs." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression on gpt-oss is unrelated to gradient checkpointing with PEFT LoRA." + "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are not the same problem." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next loading segfault and sinq save/load quantization breakage are different failure modes." + "reason": "Llava Next load segfault and sinq save/load regression are unrelated model-loading failures." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "reduce_labels behavior in BeitImageProcessorFast is unrelated to Molmo tied-weights metadata missing." + "reason": "BeitImageProcessorFast label reduction and missing all_tied_weights_keys are different subsystems." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision tied weights and BitNet packed-weight unpacking are separate bugs." + "reason": "Weight tying in a model head and BitNet packed-weight unpacking are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "CUDA assert during auto device mapping and segmentation fault on Llava Next loading are different failures." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "PaddleOCR-VL loading failure and strict config rejection for granite_speech are unrelated." + "reason": "PaddleOCR-VL load failure in vLLM and strict granite_speech config loading are unrelated." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Both mention save_pretrained serialization, but one is tied lm_head serialization and the other is incorrect visual encoder keys; not the same concrete bug." + "reason": "FSDP RAM-efficient loading and non-persistent buffer junk are not the same bug." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different tokenizer/model-load failures; no shared code-path evidence." + }, + { + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Qwen3 device-map cuda assert and Llava Next segfault are different model-loading failures." + "reason": "Both are serialization regressions, but they affect different objects and mechanisms, so they are not the same fix." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair (43317 \u2194 43873) is well supported by the titles/body themes around quantized offloading/device_map, while the other rejections avoid overmerging more loosely related model- or subsystem-specific issues. Canonical choice of 43873 is reasonable as the broader umbrella issue." - }, - "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 }, @@ -3813,10 +3747,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:36010", "issue:36331", @@ -3825,6 +3759,7 @@ "issue:42617", "issue:42915", "issue:43295", + "issue:43316", "issue:43317", "issue:43404", "issue:43450", @@ -3836,7 +3771,6 @@ "issue:43606", "issue:43708", "issue:43720", - "issue:43749", "issue:43873", "issue:43881", "issue:44008", @@ -3844,13 +3778,13 @@ "issue:44387", "issue:44423", "issue:44479", - "issue:44534", "issue:44610", "issue:44671", "issue:44743", "issue:44756", "issue:44877", "issue:44898", + "issue:44913", "issue:44918", "issue:44977", "issue:44991", @@ -3867,246 +3801,245 @@ "issue:45823" ], "soft_pairs": [ - "issue:43881|issue:44991", - "issue:43749|issue:44534", "issue:41720|issue:44977", "issue:42617|issue:42915", "issue:44008|issue:45823", "issue:40990|issue:45701", - "issue:43404|issue:45357", - "issue:43577|issue:43708", "issue:44387|issue:45704", - "issue:44877|issue:44991", + "issue:43404|issue:45357", "issue:44186|issue:45072", "issue:36331|issue:42617", - "issue:36331|issue:42915", + "issue:43577|issue:43708", + "issue:44877|issue:44991", "issue:43873|issue:44756", + "issue:36331|issue:42915", "issue:43450|issue:45701", "issue:43550|issue:43720", "issue:44423|issue:45406", "issue:45632|issue:45684", "issue:41720|issue:42617", "issue:44479|issue:44918", - "issue:44186|issue:44610", - "issue:43550|issue:43606", "issue:44610|issue:44898", + "issue:43550|issue:43606", + "issue:44186|issue:44610", "issue:42915|issue:43317", "issue:43295|issue:45701", "issue:41720|issue:45161", "issue:44671|issue:44743", "issue:43526|issue:43881", - "issue:43531|issue:43572", "issue:36010|issue:42617", - "issue:45081|issue:45812" + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43316|issue:44913" ], - "prepared_review_unit_hash": "3e3ec6c7fb33027d26f21d8e7acd68d8650159c8821e2865343400b7039b7ced", + "prepared_review_unit_hash": "18a82cbed4ba91055d4aa3037bc91f50158cb34f38b4b7183309fb73c32e016a", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36553, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "soft_pair_count": 30, + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft-similarity matches are mostly false positives: they span different models, subsystems, and failure modes (loading, tokenization, quantization, trainer logic, multimodal processors). None of the candidate pairs looks like the same underlying bug or fix, so all soft edges should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "issue:43873 is the broadest and most central runtime-loading/offloading regression in the set, with multiple references and active discussion, so it is the best issue to anchor this cluster.", + "summary": "This cluster is very heterogeneous: the soft pairs share broad language (Qwen, tokenization, offload, vision, dtype, etc.) but not the same concrete bug or change. I found no duplicate-level matches to merge, and there are no PRs here.", + "confidence": 0.8, + "canonical_issue_reason": "No issue is a clear canonical duplicate for the cluster. If one issue must represent it, issue:43873 is the closest fit because it is the broadest active bug with multiple inbound references around quantization/offloading, but it is not actually the same problem as the other items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most representative open issue here because it captures the widest cross-cutting theme (offloading/quantization/device placement) and has the strongest triage activity.", + "best_issue_reason": "Issue:43873 is the best representative only in a loose sense: it is open, well-described, and has the most surrounding activity/inbound references. The rest of the items are mostly unrelated regressions or model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Different problems: a model loading failure versus a tokenizer-loading regression for a specific repo." - }, - { - "left": "issue:43749", - "right": "issue:44534", - "accept": false, - "reason": "Different symptoms and code paths: FSDP CPU RAM-efficient loading versus non-persistent buffer initialization." - }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different bugs: auto device mapping cuda assert versus flash-attention generation failure." + "reason": "Different failures: CUDA assert during auto device mapping vs flash-attention generation bug." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Unrelated failures: a 3d_parallel.py run issue versus a Qwen3-MoE FP8 config problem." + "reason": "Unrelated: 3d_parallel.py execution failure vs Qwen3Moe FineGrainedFP8Config loading failure." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different models and root causes: Gemma3n forward variable collision versus Gemma4 device mismatch." + "reason": "Different models and code paths: Gemma3n forward variable collision vs Gemma4 PLE device mismatch." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "One is a perplexity-quality anomaly, the other is a tokenization regression; not the same concrete bug." - }, - { - "left": "issue:43404", - "right": "issue:45357", - "accept": false, - "reason": "Different model families and fixes: Mistral3 weight tying versus Qwen3.5 save_pretrained key handling." - }, - { - "left": "issue:43577", - "right": "issue:43708", - "accept": false, - "reason": "BLIP2 dtype propagation and Trainer resume/max_steps logic are separate layers of the stack." + "reason": "Perplexity anomaly on one model vs a broad tokenization-version regression; not the same bug." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both mention memory, but one is int4 quantization OOM and the other is an apex RMSNorm leak in T5." + "reason": "Both are memory-related, but one is int4 quantization OOM and the other is a T5 RMSNorm leak." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Strict config rejection for granite_speech is unrelated to EMBEDDIA tokenizer loading failure." + "reason": "Different regression classes: untied lm_head in Mistral3 vs wrong visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Different subsystems: LayoutLMv2 tokenizer padding/NER crash versus dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Tokenizer crash vs dtype mismatch; no shared code-path bug." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "compute_loss signature regression is unrelated to the 3d_parallel.py failure." + "reason": "Trainer API kwarg mismatch is unrelated to a 3d_parallel.py runtime failure." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different problems: BLIP2 dtype not propagating vs resume/max_steps calculation." + }, + { + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Trainer API signature break and Qwen3-MoE FP8 loading issue do not share the same underlying fix." + "reason": "Strict config loading and tokenizer loading are separate issues." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Related broad area, but different concrete problems: quantization offloading behavior versus mmap OOM on Strix Halo." + "reason": "Both touch memory/offload, but one is quantization offloading behavior and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss API break is unrelated to Qwen3Moe FP8 config loading." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape bug versus a tokenization-version regression are not the same issue." + "reason": "Video processor batching shape bug is unrelated to tokenization changes." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA behavior and packed-weight unpacking during accelerate loading are separate bugs." + "reason": "torch.compile/SDPA failure and packed-weight loading failure are different code paths." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash from str.to versus Gemma4Processor missing _tokenizer are different failure modes." + "reason": "Both are serve crashes, but the failing attributes and processor code paths differ." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions for trust_remote_code are unrelated to read-only permission propagation in save_pretrained." + "reason": "Cache-path collision and read-only permission propagation are unrelated filesystem behaviors." }, { "left": "issue:41720", - "right": "issue:45161", + "right": "issue:42617", "accept": false, - "reason": "Different model/runtime issues: Qwen3 auto device mapping assert versus GPT-OSS MoE tensor-parallel behavior." + "reason": "Different subsystems and symptoms; no shared underlying bug." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video-input regression and TRL SFT embedding unpacking are distinct code paths." + "reason": "Video-input regression in Qwen models vs TRL SFT embedding unpacking failure." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is unrelated to OmDet processor/model resolution mismatch." + "reason": "Both involve image sizing, but they affect different models and different failure mechanisms." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "torch.compile with SDPA and CPU offload device mismatch are different bugs." + "reason": "torch.compile SDPA issue is unrelated to CPU-offload device mismatch." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Both involve image sizing, but the OmDet processor resolution bug and Perceiver interpolate_pos_encoding failure are different model-specific issues." + "reason": "Tokenizer/NER crash is unrelated to OmDet-Turbo image-size mismatch." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3-MoE FP8 config failure and dequantized model offload loading failure are separate mechanisms." + "reason": "FineGrainedFP8 loading failure and dequantized device_map offload failure are not the same bug." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer/image-handling regression is not the same as a general tokenization-version change." + "reason": "Processor.tokenizer regression is different from a generic tokenization-change report." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different parallelism/device-mapping failures on different model families." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated." + "reason": "CamemBERT masked-LM predictions and Qwen recurrent-state caching are unrelated." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BEiT reduce_labels behavior and glm-4v-9b loading failure do not share a root cause." - }, - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Qwen3-MoE sliding_window bug versus missing StableLmConfig pad_token_idx are separate issues." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." + "reason": "ImportError for GenerationMixin is unrelated to 3d_parallel.py." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Mistral regex patch crash and Granite tokenizer wrong token IDs are different tokenizer bugs." + "reason": "Different tokenizer bugs: Mistral regex patch crash vs Granite wrong token IDs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Different config fields and models; no shared underlying defect." } ] }, @@ -4125,10 +4058,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:29159", "issue:30064", @@ -4140,7 +4073,6 @@ "issue:41720", "issue:42490", "issue:42915", - "issue:43316", "issue:43322", "issue:43329", "issue:43388", @@ -4166,7 +4098,6 @@ "issue:44589", "issue:44625", "issue:44898", - "issue:44913", "issue:44991", "issue:45059", "issue:45072", @@ -4177,247 +4108,248 @@ "issue:45701", "issue:45704", "issue:45759", - "issue:45812" + "issue:45812", + "issue:45859" ], "soft_pairs": [ - "issue:43316|issue:44913", "issue:43540|issue:43782", "issue:42915|issue:43322", - "issue:44186|issue:44361", "issue:43421|issue:45812", + "issue:44186|issue:44361", "issue:43388|issue:45059", "issue:29159|issue:36032", "issue:45406|issue:45464", "issue:30064|issue:34634", "issue:33357|issue:35707", + "issue:41720|issue:43746", "issue:43606|issue:43720", "issue:43550|issue:43653", - "issue:41720|issue:43746", "issue:43421|issue:45701", "issue:43873|issue:45704", "issue:44492|issue:44509", "issue:43606|issue:43653", - "issue:43531|issue:45759", "issue:34634|issue:41720", "issue:42490|issue:43329", + "issue:43531|issue:45759", "issue:34567|issue:35707", "issue:44514|issue:44545", "issue:43421|issue:43927", "issue:44625|issue:45479", + "issue:44898|issue:45072", "issue:44451|issue:44991", "issue:43531|issue:44589", - "issue:44898|issue:45072", "issue:44077|issue:44625", - "issue:43782|issue:45381" + "issue:43782|issue:45381", + "issue:45759|issue:45859" ], - "prepared_review_unit_hash": "f531f911e3e4a564a53b302d5bed4d0332d86fbe0bf6ba6a47a0b56ff58b308b", + "prepared_review_unit_hash": "530937aaa4bd4e91d1d3be77b257b2e71ff07517f79e2d2291414ff4b3f529e6", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36513, - "estimated_input_tokens": 9129, - "estimated_eval_tokens": 18514 + "serialized_chars": 35966, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issue reports with only one clear duplicate pair: the two Qwen2_5_VLProcessor.apply_chat_template crashes. The rest are similar only at a broad subsystem/title level and should not be merged.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44545 is the clearest duplicate target for the Qwen2_5_VLProcessor.apply_chat_template padding=False crash and has slightly more references/activity than issue:44514.", + "summary": "The cluster is mostly heterogeneous and does not look like one duplicate family. The only clear duplicate pair is the two Qwen2_5_VLProcessor.apply_chat_template crash reports (44514/44545).", + "confidence": 0.76, + "canonical_issue_reason": "issue:44514 is the earlier, more detailed report of the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash as 44545, so it is the best duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the best representative issue because it matches the exact duplicate report and appears to be the more central discussion thread for that bug.", + "best_issue_reason": "44514 is the clearest true duplicate hub in this set; the rest are largely unrelated bugs, so it is the strongest representative issue overall.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43316", - "right": "issue:44913", - "accept": false, - "reason": "Both are config-related, but one is Gemma3TextConfig API drift and the other is GPTNeoX rotary_pct reload behavior; different bugs and fixes." - }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different Qwen multimodal loading failures with different models and error paths; not the same underlying bug." + "reason": "Both are Qwen-family issues, but one is video processing at runtime and the other is a from_pretrained weight_only load error." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Unrelated problems: FP8 config failure vs Llava Next segmentation fault." + "reason": "Different models and failure modes: FP8 config handling vs a Llava Next segfault on load." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:43421", + "right": "issue:45812", "accept": false, - "reason": "Both tokenizer issues, but different models and failure modes (NER/padding crash vs AttributeError on tasks)." + "reason": "Both concern tokenization, but one is runtime post-processor refresh and the other is a Granite token-ID regression." }, { - "left": "issue:43421", - "right": "issue:45812", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Runtime post-processor update bug is distinct from Granite tokenizer ID regression." + "reason": "Different tokenizer-specific crashes on different models and code paths." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Training metric gathering bug is unrelated to SAM3 text/bbox behavior." + "reason": "Metric gathering label truncation and SAM3 text/box behavior are unrelated subsystems." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is a different problem from T5 tokenizer load-time method conflict." + "reason": "One is slow/fast tokenizer inconsistency; the other is a T5 tokenizer load-time attribute conflict." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different runtime components and failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference failure." + "reason": "Processor attribute initialization vs streaming chat/completions failure are not the same bug." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor segmentation-map handling is unrelated to BarkProcessor voice_preset." + "reason": "Image segmentation-map processing and Bark voice_preset handling are unrelated processor issues." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different problems." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping cuda assert and PEFT local checkpoint loading are different code paths." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both are loading/offload-adjacent, but one is CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading." + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are distinct issues." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Different subsystems: torch.compile/SDPA model failure vs tokenizer special-token registration." - }, - { - "left": "issue:41720", - "right": "issue:43746", - "accept": false, - "reason": "Auto device mapping CUDA assert is unrelated to PEFT checkpoint loading." + "reason": "torch.compile/SDPA failure is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Both touch tokenizer behavior, but one is runtime special-token updates and the other is a broad version regression; not clearly the same bug." + "reason": "Both touch tokenization, but runtime special-token updates are not the same as a version-wide tokenization regression." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and T5 RMSNorm memory leak are different code-path problems." + "reason": "Quantization/offloading behavior and T5 RMSNorm memory leak are unrelated." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo fix is not the same as stale docs for removed pipeline tasks." + "reason": "A cache-strategy typo and removed-pipeline docs are not the same underlying change." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Device mismatch during CPU offload is unrelated to BigBirdTokenizer special-token decoding." - }, - { - "left": "issue:43531", - "right": "issue:45759", - "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is distinct from from_config text_config unwrapping for Qwen multimodal configs." + "reason": "Different bugs: Bark CPU offload device mismatch vs tokenizer special-token registration." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice preset and Qwen3 auto device mapping failures are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failures are unrelated." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash path import warning is unrelated to multimodal token counting video-branch undefined names." + "reason": "A local-path import warning and an undefined video-token helper bug are not the same issue." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen3-related, but one is sliding_window behavior and the other is composite config unwrapping." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token accounting and progressive generation are unrelated." + "reason": "TrainerState token counting and progressive generation are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "These are the same crash report: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; titles and failure mode match exactly." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Special-token post-processor updating is different from DiaConfig losing custom token IDs on save/load." + "reason": "Runtime special-token updates and DiaConfig save/load token-ID loss are different bugs." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Qwen3.5 num_labels propagation and single-label zero-loss classification are related to classification configs, but not the same concrete bug or fix." + "reason": "Qwen3.5 num_labels propagation and a zero-loss classification regression are different sequence-classification issues." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default resolution failure and dtype mismatches in other models are unrelated." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different failure causes." + "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different root causes." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window and Float8 storage lookup errors are unrelated." - }, - { - "left": "issue:44898", - "right": "issue:45072", - "accept": false, - "reason": "Perceiver positional interpolation and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different issues." + "reason": "Sliding-window Qwen3-MoE behavior and Float8 storage lookup failure are unrelated." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Optional post_init policy and num_labels propagation are not the same bug." + "reason": "PatchTSMixer post_init validation and Qwen3.5 num_labels propagation are different configuration problems." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video vision_position_ids mismatch are different multimodal failures." + "reason": "A from_pretrained weight_only load error and a video vision_position_ids bug are different Qwen-VL paths." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and CPU-offload rotary embedding incompatibility are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the duplicate pair between issue:44514 and issue:44545 is clearly supported by identical titles and the reference counts lean slightly toward 44545. The remaining soft-edge verdicts are appropriately conservative and do not overclaim equivalence from broad subsystem similarity alone." + "feedback": "The summary is grounded in the packet, and the only accepted soft edge (44514/44545) is well supported by the near-exact title match and matching failure mode. The remaining soft-edge rejections are conservative and avoid overclaiming duplicates." }, "evaluator_used": true, "retried": false, @@ -4433,10 +4365,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:30064", "issue:36010", @@ -4489,258 +4421,254 @@ ], "soft_pairs": [ "issue:44987|issue:45042", - "issue:45759|issue:45859", - "issue:44062|issue:44451", "issue:44368|issue:45357", + "issue:44062|issue:44451", "issue:45588|issue:45759", - "issue:44918|issue:44936", "issue:45704|issue:45923", "issue:39692|issue:44610", "issue:43746|issue:46050", "issue:43421|issue:43653", + "issue:44918|issue:44936", "issue:45663|issue:45923", "issue:42886|issue:44843", "issue:43381|issue:43844", - "issue:43531|issue:43645", "issue:43421|issue:44186", + "issue:43531|issue:43645", "issue:45704|issue:45859", - "issue:43994|issue:44671", "issue:41720|issue:45704", + "issue:43994|issue:44671", "issue:43596|issue:44220", - "issue:45081|issue:45356", "issue:43746|issue:43873", "issue:39692|issue:43873", + "issue:45081|issue:45356", "issue:40444|issue:43746", "issue:45356|issue:45907", "issue:30064|issue:36010", - "issue:44220|issue:44661", "issue:43720|issue:43819", - "issue:43540|issue:44008", + "issue:44220|issue:44661", "issue:43653|issue:43720", + "issue:43540|issue:44008", "issue:43618|issue:43697", "issue:45183|issue:45479" ], - "prepared_review_unit_hash": "a41d7707c9bbd4c36be27a23db360b8efed0b16fd000fc6f7d3254b6bdfe1647", + "prepared_review_unit_hash": "3f8311f7399a42b277824c701c0540023bc63a268e397155367b7f2fb830c6c1", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37514, - "estimated_input_tokens": 9379, - "estimated_eval_tokens": 19014 + "soft_pair_count": 30, + "serialized_chars": 37219, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs are mostly title-similar but describe different bugs, models, or code paths. I do not see a defensible canonical issue/PR for deduplication here.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous and does not look like one duplicate set. The only strong duplicate-like pair is the offline tokenizer/cache regression around `_patch_mistral_regex` and HF_HUB_OFFLINE.", + "confidence": 0.59, + "canonical_issue_reason": "issue:44843 is the clearest root-cause report: it explicitly identifies `_patch_mistral_regex` calling `model_info()` unconditionally and breaking offline tokenizer loading.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44843 is the most actionable and specific issue in the cluster, with a concrete code path and symptom match to its near-duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different failures: loading `physical-intelligence/fast` vs PIL image processors requiring torchvision." + "reason": "Different failures in different areas: model loading/version compatibility vs PIL image processor torchvision dependency." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen 3.5/3.6, but one is `from_config` text_config unwrapping and the other is CPU-offload rotary embedding support." + "reason": "Both mention Qwen3.5, but one is a tie-word-embeddings warning and the other is incorrect visual-encoder keys on save_pretrained; different bugs." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Tokenizer constructor argument bug vs a model load failure for `vesteinn/ScandiBERT`; unrelated root causes." - }, - { - "left": "issue:44368", - "right": "issue:45357", - "accept": false, - "reason": "Warning about `tie_word_embeddings` is unrelated to incorrect visual encoder key saving." + "reason": "Tokenizer constructor argument error vs inability to load a specific model; no shared code-path bug is evident." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention `s_aux=None` crash is a different code path from Qwen multimodal config handling." - }, - { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "TRL SFT embedding unpacking bug vs `trainer.evaluate()` failing after `trainer.train()`; not the same issue." + "reason": "Flash-attention sink handling and composite Qwen config unwrapping are unrelated problems." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Apex RMSNorm memory leak is unrelated to a missing `supports_gradient_checkpointing` flag." + "reason": "A T5 RMSNorm memory leak and a missing gradient-checkpointing flag are separate issues." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both are vision-model issues, but one is a broken SigLIP2 docs example and the other is an OmDet-Turbo processor size mismatch." + "reason": "Documentation/example errors for SigLIP2 do not match an OmDet-Turbo processor size mismatch." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Local PEFT checkpoint loading vs quantized save/load corruption; different subsystems and fixes." + "reason": "PEFT adapter local-checkpoint loading and sinq quantized save/load breakage are different code paths." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both touch tokenizer special tokens, but one is runtime post-processor updating and the other is BigBird mask token registration." + "reason": "Runtime special-token post-processing update and BigBird mask-token registration are related only broadly, not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRl SFT input unpacking failure and trainer evaluate-after-train failure are distinct trainer behaviors." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma-4 FSDP2 shared KV-state bug is unrelated to a missing gradient-checkpointing capability flag." + "reason": "Gemma-4 FSDP2 shared_kv_states rebuilding and missing gradient-checkpointing support are unrelated." }, { "left": "issue:42886", "right": "issue:44843", - "accept": false, - "reason": "Both mention offline/tokenizer loading, but one is cache loading and the other is an unconditional `model_info()` call in `_patch_mistral_regex`." + "accept": true, + "reason": "These both describe offline tokenizer loading failing because the Mistral regex patch path triggers network/model-info access instead of using cache." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction vs abnormal gradient growth under ZeRO-3; different problems." - }, - { - "left": "issue:43531", - "right": "issue:43645", - "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to Jupyter notebook custom-model initialization." + "reason": "Gradient checkpointing in eval mode and abnormal gradient growth under ZeRO-3 are different training issues." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Special-token post-processor update bug vs LayoutLMv2 NER/padding crash; not the same code path." + "reason": "Both are tokenizer-related, but one is a runtime post-processor update feature gap and the other is a LayoutLMv2 NER padding/truncation crash." }, { - "left": "issue:45704", - "right": "issue:45859", + "left": "issue:43531", + "right": "issue:43645", "accept": false, - "reason": "RMSNorm memory leak and CPU-offload rotary embedding are unrelated." + "reason": "Qwen3-MoE sliding-window behavior and Jupyter custom-model initialization are unrelated." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:45704", + "right": "issue:45859", "accept": false, - "reason": "SigLIP2 pipeline/model regression vs CamemBERT masked-LM prediction regression; different models and failure modes." + "reason": "T5 RMSNorm memory leak vs Qwen3.5 MoE CPU offload incompatibility are separate bugs." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert is unrelated to T5/apex RMSNorm memory leak." + "reason": "CUDA assert during Qwen3 auto device mapping is not the same as the T5 RMSNorm memory leak." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel indexing error vs `_torch_extract_fbank_features()` issue; unrelated." + "reason": "Different model regressions with different symptoms and code paths." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Both involve tokenizer regex/codec behavior, but one is a crash on `backend_tokenizer` access and the other is a Kimi tokenizer regression with misleading warnings." + "reason": "DeepSpeed ZeRO-3/BertModel indexing failure is unrelated to audio feature extraction." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT checkpoint loading and quantization offloading are different bug classes." + "reason": "Local checkpoint loading with adapters and quantization/offloading behavior are not the same underlying bug." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to quantization offloading behavior." + "reason": "SigLIP2 docs/model mismatch and quantization offloading are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex fixes, but one is a crash in `_patch_mistral_regex` and the other is a Kimi tokenizer regression with codec handling; not clearly the same bug." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "IterableDataset multi-image fine-tuning failure is unrelated to GraniteSpeech local checkpoint loading." + "reason": "Multimodal finetuning with iterable datasets and PEFT checkpoint loading are unrelated." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer codec regression vs `list_repo_files` missing `revision` forwarding in CI; unrelated." + "reason": "Tokenizer codec/regex regression and `list_repo_files` revision forwarding are unrelated." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation map processing and `GenerationMixin` import failure are completely unrelated." - }, - { - "left": "issue:44220", - "right": "issue:44661", - "accept": false, - "reason": "Audio fbank extraction bug vs `add-new-model-like` mapping failure; different areas." + "reason": "Image processor segmentation-map handling and a GenerationMixin import error have no common code path." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading bug vs DAC latent forward mismatch; not the same defect." + "reason": "Packed-weight loading for BitNet and DAC latent conversion mismatch are different bugs." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Qwen3OmniMoe video-input validation error vs Gemma 3n variable-name collision; unrelated." + "reason": "Audio fbank extraction and tokenizer-mapping model registration are unrelated." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token registration and BitNet packed-weight loading are unrelated." + "reason": "BigBird special-token decode behavior and BitNet accelerate-loading unpacking are not the same issue." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma3n audio-mask variable collision are separate multimodal bugs." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions regression vs RTDetrV2 output differences; different models and code paths." + "reason": "CLIP attentions assignment regression and RTDetrV2 output differences are distinct model regressions." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation error messaging vs degenerate zero-loss classification behavior; unrelated." + "reason": "Input validation messaging and degenerate single-label classification loss are different problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly matching pair is 42886/44843 around offline tokenizer loading and `_patch_mistral_regex`/`HF_HUB_OFFLINE`, and the rest of the soft-edge pairs are rejected conservatively based on distinct titles/symptoms. No pair is overstated as a duplicate beyond what the issue text supports." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4752,10 +4680,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:30064", "issue:36331", @@ -4808,223 +4736,223 @@ ], "soft_pairs": [ "issue:43550|issue:45072", + "issue:43550|issue:43819", "issue:43388|issue:46032", "issue:43716|issue:44008", - "issue:43550|issue:43819", "issue:43295|issue:45834", "issue:44062|issue:44488", - "issue:43335|issue:43756", "issue:43322|issue:45685", - "issue:43950|issue:45987", + "issue:43335|issue:43756", "issue:44186|issue:44898", + "issue:43950|issue:45987", "issue:43653|issue:43819", "issue:43531|issue:43643", "issue:44843|issue:45081", "issue:43643|issue:44877", "issue:43540|issue:45381", - "issue:44448|issue:44671", "issue:30064|issue:36331", + "issue:44448|issue:44671", "issue:43577|issue:43818", - "issue:43782|issue:44977", - "issue:44821|issue:45084", "issue:43421|issue:44811", + "issue:43782|issue:44977", "issue:41720|issue:44991", + "issue:44821|issue:45084", "issue:39692|issue:45834", "issue:45584|issue:45834", - "issue:44561|issue:45020", + "issue:44186|issue:44442", "issue:43644|issue:43749", - "issue:44186|issue:44442" + "issue:44561|issue:45020" ], - "prepared_review_unit_hash": "61669612929705b057dab6433502b671f171fabf16097316c802dc2917a5c8cc", + "prepared_review_unit_hash": "8012a91bb8a394b45190d3f855636848a5de9bb396491ad4bb2f40e1ac9e83b0", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36049, - "estimated_input_tokens": 9013, - "estimated_eval_tokens": 18282 + "serialized_chars": 36046, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: the soft-similarity pairs span unrelated regressions across tokenizers, vision models, MoE/cache behavior, config loading, and training utilities. I reject all soft edges as non-duplicates. If a representative issue must be chosen, I\u2019d use a broad, well-scoped regression report rather than any of the model-specific bugs.", - "confidence": 0.92, - "canonical_issue_reason": "No strong canonical issue exists because the cluster is not a true duplicate set. If forced to pick a representative, issue:43950 is the cleanest standalone regression report (specific transformers 5.x non-persistent buffer corruption) and is more structurally useful than the model-specific failures.", + "summary": "Mostly false-positive similarity matches: the issues span unrelated model, tokenizer, config, cache, and multimodal regressions rather than one duplicate bug cluster.", + "confidence": 0.86, + "canonical_issue_reason": "If forced to pick an anchor, issue 45020 is the broadest umbrella ('recent transformers versions break models using remote_code'), but the set is too heterogeneous for it to be a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best overall anchor only as a representative regression bug: it is concrete, reproducible, and broadly relevant. It is not actually a duplicate of the other items, so this is a triage convenience choice, not a merge judgment.", + "best_issue_reason": "Issue 45020 is the least specific and most representative of the broad regression theme, but no issue cleanly captures the whole cluster as one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different models and failures: Bamba torch.compile/SDPA vs SwitchTransformers/TimmWrapper bfloat16 dtype mismatch." + "reason": "Different failures: SDPA/torch.compile on Bamba vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths: Bamba SDPA compile issue vs DAC latent/STE forward mismatch." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different code paths: gather_for_metrics last-batch label trimming vs Mamba2Mixer use_cache correctness." + "reason": "One is metrics label truncation; the other is Mamba2 cache correctness with seq_len > 1." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different model bugs: Mistral image preprocessor dtype mismatch vs Gemma3n variable-name collision in forward()." - }, - { - "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "Different issues entirely: torch.compile/SDPA on Bamba vs DAC.from_latents vs forward-pass mismatch." + "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs Gemma3n variable-name collision in forward()." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Different products and symptoms: processor.tokenizer/images regression vs Kosmos2.5 long-OCR index error." + "reason": "Custom model processor/tokenizer regression vs Kosmos2.5 long-OCR index error; not the same bug." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer bugs: AddedToken special-kw conflict vs failure to load a specific tokenizer model." - }, - { - "left": "issue:43335", - "right": "issue:43756", - "accept": false, - "reason": "Different architecture bugs: sparse-layer creation in SwitchTransformers vs Smollm3 RoPE layer dropping." + "reason": "Tokenizer constructor argument collision vs model loading failure for a specific tokenizer." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Different runtime failures: Llava Next load segfault vs MPS histogram not implemented for Int." + "reason": "Segfault on Llava Next loading is unrelated to the MPS histogram int-typed operator error." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption vs StaticCache.get_seq_length return-type contract." + "reason": "Single-layer sparse config bug vs Smollm3 RoPE-layer dropping; different model setup defects." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different subsystems: LayoutLMv2Tokenizer NER/padding crash vs Perceiver non-default-resolution image classification." + "reason": "Tokenizer padding/truncation crash vs Perceiver image-size/interpolation issue." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to StaticCache.get_seq_length() returning a tensor." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Unrelated bugs: BigBirdTokenizer special-token decode issue vs DAC latent conversion mismatch." + "reason": "BigBirdTokenizer special-token registration bug vs DAC from_latents/forward mismatch." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Different paths: Qwen3-MoE sliding_window behavior vs trust_remote_code AutoConfig missing fields." + "reason": "Qwen3-MoE sliding_window problem and AutoConfig trust_remote_code missing-fields regression are different defects." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch Mistral regex handling, but one is an offline model_info call and the other is a tokenizer attribute crash; not the same bug." + "reason": "Both involve _patch_mistral_regex, but one is an offline hub call and the other is a backend_tokenizer AttributeError; not the same concrete bug." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading problems, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." + "reason": "Missing fields from trust_remote_code AutoConfig and strict-config rejection of granite_speech are distinct config-loading issues." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Same broad family (Qwen multimodal video), but different models and distinct defects: video input ValueError vs vision_position_ids mismatch." + "reason": "Video input processing ValueError in Qwen3OmniMoe is unrelated to qwen2.5-vl vision_position_ids being wrong." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Different model behavior regressions: Pegasus v4/v5 output differences vs CamemBERT masked LM predictions." + "reason": "ImageProcessor void segmentation maps and CustomTrainer.compute_loss signature mismatch are unrelated." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Completely unrelated: image processor void segmentation maps vs CustomTrainer.compute_loss unexpected kwarg." + "reason": "Different model regressions: Pegasus v4/v5 output drift vs CamemBERT masked-LM prediction errors." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Different bugs: Blip2 dtype propagation vs Video-LLaVA temporal attention/weight-sharing issue." + "reason": "Blip2 dtype loading bug is unrelated to Video-LLaVA missing temporal attention / weight sharing." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Different Qwen issues: weight_only loading error vs flash-attention generation failure." + "reason": "Post-processor not updating special tokens and Whisper batch_decode skip_special_tokens behavior are different tokenizer issues." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Different areas: AutoImageProcessor URL loading vs template-node compilation TypeError." + "reason": "Qwen3VL weight_only load failure vs Qwen3.5 flash-attention generation issue; different code paths." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Both involve tokenizers/processing, but one is post-processor updates for special tokens and the other is Whisper batch_decode skip_special_tokens behavior." + "reason": "Qwen3 auto device-map assert on A800 is unrelated to loading EMBEDDIA/est-roberta tokenizer." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Different failures: Qwen3 auto device-mapping cuda assert vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "AutoImageProcessor URL loading and template-node compilation failure are unrelated." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Different bug classes: documentation/example errors for SigLIP2 vs Kosmos2.5 OCR index error." + "reason": "SigLIP2 docs/example errors and Kosmos2.5 OCR index error are not the same underlying bug." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Different models and symptoms: Whisper empty transcription after align_special_tokens vs Kosmos2.5 long-input index error." + "reason": "Whisper empty-transcription generation after align_special_tokens is unrelated to Kosmos2.5 long OCR input indexing." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Related only at a very high level (remote_code regressions), but not the same concrete code-path or fix." + "reason": "LayoutLMv2 NER/padding crash vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Different regressions: corrupted non-persistent buffers vs FSDP_CPU_RAM_EFFICIENT_LOADING broken." + "reason": "Non-persistent buffer junk in from_pretrained and FSDP_CPU_RAM_EFFICIENT_LOADING are different regressions." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Different tokenizer bugs: LayoutLMv2 NER/padding crash vs AutoTokenizer failing to load a specific tokenizer class." + "reason": "Both mention remote_code breakage, but one is the specific is_torch_fx_available removal and the other is a broad umbrella report; not one concrete duplicate bug." } ] }, @@ -5043,10 +4971,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:28218", "issue:29159", @@ -5097,231 +5025,234 @@ "issue:45834" ], "soft_pairs": [ - "issue:43577|issue:43582", - "issue:44485|issue:44509", - "issue:44479|issue:45834", "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:43577|issue:43582", "issue:43825|issue:43994", - "issue:44805|issue:44936", "issue:34634|issue:36010", "issue:43825|issue:43827", + "issue:44485|issue:44509", + "issue:44805|issue:44936", "issue:44671|issue:45701", "issue:28218|issue:29159", "issue:44610|issue:45072", "issue:43720|issue:45072", "issue:43782|issue:45325", "issue:42175|issue:45081", - "issue:43582|issue:44857", "issue:43749|issue:44291", + "issue:43582|issue:44857", "issue:45081|issue:45406", "issue:43650|issue:43906", "issue:43262|issue:43819", "issue:43526|issue:43697", "issue:44060|issue:44368", "issue:34634|issue:36331", - "issue:45084|issue:45538", "issue:43653|issue:44912", - "issue:43742|issue:45020", + "issue:45084|issue:45538", "issue:43526|issue:44554", + "issue:43742|issue:45020", "issue:43329|issue:45600" ], - "prepared_review_unit_hash": "73f2ea53d6f76650fcd3723334a4497ed8bb5cdb6fe158222d37c9477e1fae31", + "prepared_review_unit_hash": "34b05f6ec57d0b4ddef7e4549a9d68b592669a45077820a4061e02698be8265b", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35507, - "estimated_input_tokens": 8877, - "estimated_eval_tokens": 18010 + "serialized_chars": 35509, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are thematically related but do not describe the same underlying bug or change, so all should be rejected. No PRs are present in the set.", + "summary": "These items are mostly unrelated issues across different models/components. Only one soft pair looks like a true duplicate: the tokenizer added-token spacing/inconsistency reports. No PRs were present.", "confidence": 0.73, - "canonical_issue_reason": "There is no single true duplicate cluster here; if one issue must serve as an anchor, issue:43825 is the clearest concrete, self-contained report and the best representative of a narrow bug subtheme.", + "canonical_issue_reason": "issue:28218 is the clearest concrete report of the tokenizer added-token spacing bug; issue:29159 appears to describe the same behavior more broadly as a slow/fast tokenizer inconsistency.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43825 is the most actionable and specifically scoped issue in the bundle, with a clear user-facing failure mode and a nearby documentation follow-up (43827) that is related but not the same bug.", + "best_issue_reason": "issue:28218 is the best canonical issue candidate because it states the bug precisely and is the older, more specific report of the same tokenizer problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43577", - "right": "issue:43582", - "accept": false, - "reason": "Different failure modes: Blip2 dtype persistence vs AppleSilicon warmup TypeError; unrelated code paths." - }, - { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "One is a RoPE implementation discussion, the other is docs still mentioning removed pipelines; not the same bug." + "reason": "Different bugs: CPU offload device mismatch for Bark vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both involve video/vision input, but the affected models and root causes differ: v5.3.0 video regression vs Kosmos2.5 OCR long-input index error." + "reason": "Different model families and failures: v5 video regression in Qwen models vs long-OCR index error in Kosmos2.5." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Different model-specific issues: Bark CPU offload device mismatch vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Unrelated symptoms and code paths: Blip2 dtype loading issue vs Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline error message text about translation support is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." - }, - { - "left": "issue:44805", - "right": "issue:44936", - "accept": false, - "reason": "A generic mask shape IndexError is not the same as trainer.evaluate() failing after train(); different subsystems and symptoms." + "reason": "One is a pipeline v5 error-message issue; the other is a SigLIP2 bad output issue with AutoModel/pipeline, not the same underlying bug." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset failing is unrelated to the GenerationMixin import error." + "reason": "Different components: BarkProcessor voice_preset handling vs GenerationMixin import error." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is a runtime error message bug; the other is documentation drift. Related area, but not the same underlying bug." + "reason": "Both relate to v5 pipeline removals, but one is an error message problem and the other is docs fallout; not the same bug/change." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to stale pipeline task docs." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: mask/tensor shape IndexError vs trainer.evaluate() after train state bug." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regressions and general tokenization changes are different problems." + "reason": "CamemBERT masked-LM regression is not the same as a broad tokenization-change report." }, { "left": "issue:28218", "right": "issue:29159", - "accept": false, - "reason": "Added-token spacing bug is not the same as slow/fast tokenizer inconsistency; one is a specific behavior, the other is broader parity." + "accept": true, + "reason": "Both describe the same tokenizer added-token spacing problem; 29159 is the broader slow-vs-fast inconsistency report of that behavior." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo image-size mismatch and dtype mismatches in other models are distinct failures." + "reason": "Processor image-size mismatch and dtype mismatch are different code paths and bugs." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unloading during accelerate loading is a different loading bug than the bfloat16 dtype mismatch." + "reason": "Packed-weight loading failure is unrelated to the dtype mismatch reported in issue:45072." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL RoPE index scaling are separate model-specific issues." + "reason": "Different Qwen VL bugs: weight_only loading error vs rope index scaling for still images." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Package backend installation issue and Mistral tokenizer regex crash are unrelated." + "reason": "Backend install dependency issue is unrelated to Mistral regex patch crash." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "AppleSilicon warmup TypeError is unrelated to float16 AMP crashes in LwDetrImageLoss." + "reason": "Both concern loading, but the failing mechanisms differ: FSDP CPU RAM efficient loading vs unexpected _is_hf_initialized argument." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading paths with different bugs." + "reason": "Apple Silicon warmup TypeError and float16 AMP CUDA crash are separate issues." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer in serve are separate processor/tokenizer issues." + "reason": "Different processor/tokenizer failures: Mistral regex patch crash vs Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "These titles do not describe the same bug at all; one is non-informative, the other is an isolated reproduction of another issue." + "reason": "A vague placeholder issue is not the same as an isolated reproduction of another bug." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio sampling-rate defaulting in chat templates and DAC.from_latents mismatch are unrelated audio-model behaviors." + "reason": "Audio chat-template sample-rate defaulting and DAC.from_latents STE mismatch are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "reduce_labels returning one label and RTDetrV2 output differences are different bugs in different model components." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 output drift in v5." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Incorrect tied-weights warning across layers is not the same as a LoRA fine-tuning warning about tie_word_embeddings." + "reason": "Both mention weight tying/warnings, but they involve different models and root causes." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." - }, - { - "left": "issue:45084", - "right": "issue:45538", - "accept": false, - "reason": "Template compilation error and CLIPTokenizer max_length behavior are different tokenizer/template issues." + "reason": "BarkProcessor voice preset failure is unrelated to CustomTrainer.compute_loss signature mismatch." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are distinct bugs." + "reason": "Tokenizer special-token registration bug is unrelated to MXFP4 quantization fallback behavior." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Loading MobileLLM-125M key error and remote_code regressions are not the same underlying problem." + "reason": "Template compilation error and CLIPTokenizer max_length bug are different issues." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Different symptoms and scopes: label reduction bug vs MPS attention correctness issue." + "reason": "Beit label reduction and MPS attention correctness are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error and broad remote_code breakage are not the same concrete bug." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "A video multimodal token-count bug and stale auto_mappings references are unrelated CI/code-maintenance problems." + "reason": "Undefined video-branch helpers in multimodal token counting is unrelated to stale auto_mappings config references." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft pairs. The 28218/29159 tokenizer pair is the only plausible duplicate-style match from the titles, and the rest are reasonably treated as unrelated or only loosely similar. No PRs were present." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5333,10 +5264,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:34567", "issue:36010", @@ -5374,6 +5305,7 @@ "issue:44617", "issue:44756", "issue:44811", + "issue:44849", "issue:44912", "issue:44936", "issue:44977", @@ -5381,238 +5313,250 @@ "issue:45042", "issue:45356", "issue:45459", - "issue:45488", + "issue:45701", "issue:45759", "issue:45803", "issue:45859" ], "soft_pairs": [ "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:45459|issue:45803", "issue:43638|issue:44936", "issue:43452|issue:44991", - "issue:45459|issue:45803", "issue:44387|issue:44617", - "issue:43746|issue:44811", "issue:36010|issue:43645", "issue:43550|issue:44912", "issue:43819|issue:43927", - "issue:39692|issue:44912", "issue:43854|issue:44977", "issue:43257|issue:43329", - "issue:43454|issue:43577", + "issue:39692|issue:44912", "issue:43720|issue:44610", "issue:38175|issue:44610", - "issue:43531|issue:45042", + "issue:43454|issue:43577", "issue:36010|issue:36331", + "issue:43531|issue:45042", "issue:43257|issue:43696", "issue:43262|issue:44811", "issue:43329|issue:44479", "issue:42490|issue:43257", - "issue:43643|issue:45759", "issue:43749|issue:44756", - "issue:43606|issue:45859", + "issue:43643|issue:45759", "issue:43329|issue:43450", "issue:34567|issue:40990", - "issue:44568|issue:45356", + "issue:43606|issue:45859", "issue:43257|issue:43931", - "issue:44568|issue:45488" + "issue:44568|issue:45356", + "issue:44849|issue:45701" ], - "prepared_review_unit_hash": "6ffbe8bedea9062ae6719439359bf0e02b35fc115df549c96e07939e870ed97a", + "prepared_review_unit_hash": "c08fa81563f9e2094e7b6727ab6f98a14c20b38391e3ba416af9fa16946bdf00", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36152, - "estimated_input_tokens": 9038, - "estimated_eval_tokens": 18332 + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated standalone bugs. The only clear duplicate-style match is the Qwen/VLM video regression pair (issue:43329 and issue:44479), which appears to be the same broken video code path. No PRs were provided.", - "confidence": 0.67, - "canonical_issue_reason": "issue:44479 is the broader umbrella report for the same video-input regression across multiple Qwen VL variants, so it best represents the duplicate group.", + "summary": "The cluster is mostly heterogeneous transformers bugs; only one soft duplicate pair is convincing: the Qwen video regression reports. The rest differ by model, subsystem, or failure mode and should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44479 is the broadest, most user-facing report of the video-input regression across multiple Qwen VL/MoE models; issue:43329 looks like a narrower root-cause note in the same area.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best overall issue candidate because it describes the shared regression most broadly and is the most representative of the accepted duplicate pair.", + "best_issue_reason": "issue:44479 best represents the cluster\u2019s only real duplicate theme because it describes the regression across several affected model families and the symptom users hit directly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Different problems: Float8 storage lookup versus PIL image processor torchvision dependency." + "reason": "Different subsystems: float8 storage/loading vs PIL image processor dependency handling." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Different training failures: deepspeed zero3/Bert indexing versus trainer.evaluate() after train()." + "reason": "Unrelated models and bugs: GraniteSpeech local checkpoint loading vs Whisper batch_decode token handling." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Different loading bugs: gguf_file handling versus tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Both involve bad exception handling, but they are different code paths and different failure modes." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Both involve exception handling, but they affect different code paths and error surfaces." + "reason": "Different trainer failures: ZeRO-3/Non-pretrained BERT indexing vs evaluate-after-train lifecycle issue." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Both mention OOM, but one is int4 quantization memory pressure and the other is Sam3Video runtime OOM." + "reason": "Both are loading regressions, but one is gguf_file support and the other is a tokenizer-specific regression; not the same bug." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Different models/features: local PEFT checkpoint loading versus Whisper batch_decode skip_special_tokens behavior." + "reason": "Both mention OOM, but they are different causes, models, and execution paths." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "One is a GenerationMixin import error; the other is custom model init behavior in Jupyter notebooks." + "reason": "ImportError for GenerationMixin is unrelated to custom model initialization in notebooks." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different code paths: torch.compile with SDPA in Bamba versus MXFP4 loading fallback in gpt-oss." + "reason": "Different model-specific loading/compile problems; no shared code-path bug is evident." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different bugs: DAC forward/from_latents mismatch versus DiaConfig token ID persistence." - }, - { - "left": "issue:39692", - "right": "issue:44912", - "accept": false, - "reason": "Unrelated: SigLIP2 docs/model example errors versus gpt-oss quantization fallback." + "reason": "One is a DAC forward/from_latents mismatch; the other is config save/load losing token IDs." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model-specific inference failures with no clear shared underlying code defect." + "reason": "Different model-specific generation bugs with different likely causes." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Different subsystems: Qwen3-MoE loading/conversion versus multimodal token counting in video branches." + "reason": "Qwen3 MoE weight conversion/loading vs multimodal token counting in the video branch are unrelated." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Different model load issues: weight tying bug versus dtype propagation bug." + "reason": "SigLIP2 doc example issues are unrelated to Qwen3.5/OSS quantization loading." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Different failure modes: packed weight unpacking during accelerate loading versus processor image-size mismatch." + "reason": "Packed-weight loading bug vs image processor output-size mismatch; different code paths." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unrelated model behavior: zero probabilities versus processor output shape/size mismatch." + "reason": "Model output anomaly vs processor size mismatch; no common underlying bug." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Different issues in different areas: Qwen3-MoE sliding window versus image processor torchvision dependency." + "reason": "Weight tying bug and dtype propagation bug are different issues." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Both are trainer/import-related, but one is an import error and the other is a custom compute_loss signature change." + "reason": "Import path breakage vs trainer API keyword mismatch; not duplicates." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL/torchvision backend requirements." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Different problems: Qwen3-MoE loading/conversion versus CUDA OOM for GPT-oss-20b." + "reason": "Different problems: weight conversion during accelerated loading vs plain CUDA OOM." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Different audio-processing bugs: apply_chat_template sample rate versus batch_decode special-token handling." + "reason": "Both are audio processor issues, but one is chat template sample rate handling and the other is Whisper decode token skipping." }, { "left": "issue:43329", "right": "issue:44479", "accept": true, - "reason": "Same underlying video-input regression in Qwen/VLM video handling; 43329 pinpoints the broken video token-counting branch and 44479 reports the broader regression." + "reason": "Both describe the same video-path regression in Qwen VL/MoE models; 43329 identifies the likely root cause in _get_num_multimodal_tokens, and 44479 reports the broader user-facing regression." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Unrelated: local-path import warning versus Qwen3-MoE loading/conversion." - }, - { - "left": "issue:43643", - "right": "issue:45759", - "accept": false, - "reason": "Both concern config/model loading, but they are different APIs and different composite-model issues." + "reason": "Local-path slash import warning is unrelated to Qwen3 MoE accelerate/deepspeed weight conversion." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Different memory/loading problems: FSDP CPU RAM efficient loading versus mmap on Strix Halo." + "reason": "Both are memory/loading related, but one is an FSDP loading regression and the other is a Strix Halo mmap OOM workaround." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Both involve CPU offload, but they affect different models and different execution paths." + "reason": "AutoConfig missing fields with trust_remote_code is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both touch video processors, but one is token counting and the other is batched output shape." + "reason": "Video token counting bug vs batched video processor shape bug; related area but different underlying defects." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Completely different: TrainerState token counting versus GPT-oss perplexity on WikiText-2." + "reason": "TrainerState token accounting is unrelated to GPT-oss perplexity on WikiText-2." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they affect different models and code paths." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE loading/convert issue is distinct from Qwen3-VL weight shape mismatch." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions affecting different models and different root causes." + "reason": "Both are tokenizer regressions, but on different models and different root causes." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state behavior is unrelated to a broad tokenization-version change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays cautious overall. The accepted duplicate pair (issue:43329, issue:44479) is plausibly the same Qwen/VLM video regression based on the titles, and the rejected soft pairs are mostly conservative distinctions between different subsystems or failure modes. No PRs were present, which is correctly noted." + "feedback": "The analysis is well-grounded in the packet and stays conservative. The only accepted soft duplicate pair, issue:43329 vs issue:44479, is plausibly the same Qwen video-path regression, while the other pairs are reasonably separated by model, subsystem, or failure mode based on the titles/body summaries provided." }, "evaluator_used": true, "retried": false, @@ -5628,10 +5572,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:24643", "issue:28282", @@ -5663,9 +5607,9 @@ "issue:44479", "issue:44488", "issue:44560", + "issue:44568", "issue:44737", "issue:44821", - "issue:44849", "issue:44912", "issue:44938", "issue:44987", @@ -5676,279 +5620,273 @@ "issue:45357", "issue:45381", "issue:45405", + "issue:45488", "issue:45538", "issue:45588", - "issue:45701", "issue:45907", "issue:45987" ], "soft_pairs": [ - "issue:44849|issue:45701", - "issue:44291|issue:45042", - "issue:42915|issue:44821", + "issue:44568|issue:45488", "issue:29159|issue:34567", "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", "issue:43452|issue:43582", "issue:44987|issue:45538", + "issue:41720|issue:43540", "issue:43697|issue:45357", "issue:42915|issue:45538", - "issue:41720|issue:43540", "issue:43927|issue:44912", "issue:44479|issue:45381", "issue:33357|issue:34567", "issue:42175|issue:43824", - "issue:43317|issue:45538", "issue:43540|issue:44479", + "issue:43317|issue:45538", "issue:43540|issue:44560", - "issue:43577|issue:45072", "issue:43257|issue:43756", - "issue:44062|issue:44991", + "issue:43577|issue:45072", "issue:44987|issue:45907", + "issue:44062|issue:44991", "issue:45137|issue:45405", - "issue:43742|issue:44291", - "issue:42175|issue:44488", "issue:24643|issue:29159", "issue:28282|issue:34689", + "issue:43742|issue:44291", + "issue:42175|issue:44488", + "issue:42915|issue:43749", "issue:44737|issue:45588", + "issue:43404|issue:45987", "issue:42175|issue:44938", "issue:43906|issue:45381", - "issue:43404|issue:45987", - "issue:43582|issue:43782", - "issue:42915|issue:43749", - "issue:28282|issue:29127" + "issue:28282|issue:29127", + "issue:43582|issue:43782" ], - "prepared_review_unit_hash": "7362485cb338b1e6ea6901f35bc30972965b45337e6c02ade5c928c639f7611a", + "prepared_review_unit_hash": "ad0d9aade35d05b812c810d30dbdfccc18e55af6c672c4e17c6059f4b2bc7a3c", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37537, - "estimated_input_tokens": 9385, - "estimated_eval_tokens": 19026 + "serialized_chars": 37679, + "estimated_input_tokens": 9420, + "estimated_eval_tokens": 19096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformer issues that only share superficial wording. The only strong duplicate-like pair is the Qwen video-input regression reports; the rest should stay separate.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44479 is the broadest/root report for the Qwen video-input regression, spanning multiple affected Qwen VL variants; issue:45381 is a narrower instance of the same bug.", + "summary": "Mostly a mixed bag of unrelated issue reports, with one credible duplicate pair around the Qwen VL video-input regression. No PRs are present.", + "confidence": 0.45, + "canonical_issue_reason": "issue:44479 is the broadest and most representative report of the Qwen video-input regression, and issue:45381 is a narrower symptom report that fits under it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 best captures the underlying bug because it describes the regression at the right scope and covers the shared code path behind the narrower reports.", + "best_issue_reason": "issue:44479 has the clearest scope for the only true duplicate relation here, covering the wider v5.3.0 video-input regression across Qwen VL variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Different bugs: Qwen3.5 hidden-states output vs a generic tokenization-change report." + "reason": "Both are tokenizer regressions, but they describe different failures and different code paths/models." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Unrelated subsystems: init_empty_weights loading error vs PIL backend requiring torchvision." + "reason": "Slow/fast tokenizer inconsistency is unrelated to TrainerState token counting." }, { "left": "issue:42915", - "right": "issue:44821", + "right": "issue:43742", "accept": false, - "reason": "Different models and failures: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." + "reason": "Different models and different failures: FP8 config loading versus a key error on MobileLLM." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Tokenizer consistency issue vs TrainerState token-count tracking; no shared code-path bug." + "reason": "One is an init_empty_weights argument bug; the other is an image processor torchvision dependency regression." }, { "left": "issue:42915", - "right": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Different loading failures: FineGrainedFP8Config on Qwen3Moe vs MobileLLM key error." + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated issues." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF loading breakage vs AppleSilicon allocator warmup TypeError; unrelated." + "reason": "GGUF tokenizer/model loading and an Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model-loading regression vs CLIPTokenizer max_length constant; not the same bug." + "reason": "Model loading failure for one repo versus CLIPTokenizer max_length behavior are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both involve Qwen models, but one is a device-mapping CUDA assert and the other is a video-input processing error." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different issues: RTDetrV2 output mismatch vs save_pretrained key serialization bug." + "reason": "Different problems: RTDetrV2 output drift versus incorrect save_pretrained visual encoder keys." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 loading vs tokenizer max_length behavior; unrelated." - }, - { - "left": "issue:41720", - "right": "issue:43540", - "accept": false, - "reason": "CUDA assert during auto device mapping vs video-input processing ValueError; different failure modes." + "reason": "Different tokenizer/model behaviors with no shared code-path evidence." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token IDs bug vs quantization fallback issue; not duplicates." + "reason": "DiaConfig save/load token-id loss is unrelated to MXFP4 quantization loading." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Same underlying Qwen video-input regression; 45381 is a narrower report of the broader 44479 bug." + "reason": "Both report the same Qwen VL video-input regression in v5.3.0; 45381 is a narrower manifestation of the broader issue." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS CLIP bus error vs TrainerState token counting; unrelated." + "reason": "MacOS bus error on CLIP loading is unrelated to TrainerState token accounting." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Dependency/backend packaging issue vs missing export for Qwen2.5-VL class; different problems." - }, - { - "left": "issue:43317", - "right": "issue:45538", - "accept": false, - "reason": "Device-map/offload dequantization failure vs tokenizer max-length bug; unrelated." + "reason": "Backend dependency packaging and an import error for a missing model class are unrelated." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Different Qwen issues: generic video-processing ValueError vs specific video position-id regression." + "reason": "Both are video-input related, but they target different Qwen model families and the symptoms differ." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Both are video-related but on different Qwen models and different concrete errors." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to Smollm3 RoPE layer dropping." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Different model-loading dtype issues; no evidence of the same code-path." + "reason": "Both mention dtype mismatches, but the affected models and failure modes are different." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Qwen3 MoE loading/accelerate issue vs Smollm3 RoPE-layer mismatch; unrelated." + "reason": "Model loading regression and forwarding a revision argument are unrelated." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken constructor error vs tokenizer loading failure for a specific model; different root causes." + "reason": "AddedToken special-flag duplication is not the same as loading EMBEDDIA/est-roberta." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Loading a specific model vs a Hub API argument-forwarding bug; not the same bug." + "reason": "DeepSpeed ZeRO3 deque failure and a peft version bump are unrelated." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-dimension error is unrelated to tokenizer inconsistency." + }, + { + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs package version bump for PEFT; unrelated." + "reason": "Missing PyTorch import and Llama 3.2 vision model loading are different issues." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key error vs init_empty_weights argument mismatch; different loading paths." + "reason": "KeyError loading a model and an init_empty_weights argument mismatch are unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Backend packaging issue vs model loading failure for a specific model; unrelated." - }, - { - "left": "issue:24643", - "right": "issue:29159", - "accept": false, - "reason": "DeepSpeed training runtime error vs tokenizer slow/fast inconsistency; not the same bug." + "reason": "Packaging/backends issue and a specific model load failure are unrelated." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Generic PyTorch ImportError vs Llama 3.2 vision model loading regression; different causes." + "reason": "Qwen3Moe FP8Config failure and FSDP CPU RAM efficient loading breakage are unrelated." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU device placement bug vs flash_attention crash on sink-less models; unrelated." + "reason": "XLNet CPU placement bug and flash_attention sink handling are unrelated." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Packaging/backend dependency issue vs Python 3.14 load failure; no shared root cause." + "reason": "Tied lm_head weights in Mistral3 and StaticCache return type are unrelated." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "Isolated reproduction of a different issue vs Qwen video-input regression; unrelated." + "reason": "A reproduction of an older issue is not the same bug as the Qwen2.5-VL video-input regression." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Mistral3 lm_head tying bug vs StaticCache return-type bug; different code paths." + "reason": "TensorFlow backend packaging and Python 3.14 import/load failure are different problems." }, { - "left": "issue:43582", - "right": "issue:43782", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "AppleSilicon warmup TypeError vs Qwen3VL weight_only loading error; unrelated." + "reason": "An isolated reproduction of a prior issue does not match the Qwen2.5-VL video-input regression." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 loading vs FSDP CPU RAM efficient loading regression; distinct issues." + "reason": "AutoModel missing PyTorch and LayoutLMv3 box-validation messaging are unrelated." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "Missing PyTorch import error vs LayoutLMv3 box-clarity error; unrelated." + "reason": "Apple Silicon caching_allocator_warmup TypeError and Qwen3VL weight_only loading are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. The only clearly supported duplicate-like pair is issue:44479 and issue:45381, and the rest of the soft-edge rejections stay conservative rather than overclaiming duplicates. I don\u2019t see any unsupported mergeability claim or evidence inflation." + "feedback": "The summary is grounded in the packet: all items are issues, so noting no PRs is correct. The lone accepted duplicate pair (44479/45381) is reasonably supported by the titles as the broader Qwen VL v5.3.0 video-input regression and a narrower qwen2.5-vl symptom. The rejected soft pairs are phrased conservatively and do not overclaim duplication." }, "evaluator_used": true, "retried": false, @@ -5964,10 +5902,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:24643", "issue:29127", @@ -6021,222 +5959,222 @@ "soft_pairs": [ "issue:38175|issue:44898", "issue:43540|issue:45823", - "issue:44291|issue:44821", - "issue:43526|issue:45479", "issue:43493|issue:43994", + "issue:43526|issue:45479", + "issue:44291|issue:44821", "issue:43756|issue:45325", "issue:34567|issue:36331", "issue:44913|issue:46121", "issue:44062|issue:45081", "issue:44792|issue:44964", - "issue:45042|issue:45081", "issue:45357|issue:45920", + "issue:45042|issue:45081", "issue:43452|issue:44488", "issue:43742|issue:44589", "issue:43531|issue:44821", "issue:43643|issue:45375", "issue:45405|issue:45600", - "issue:43697|issue:45216", "issue:43720|issue:44898", + "issue:43697|issue:45216", "issue:44625|issue:44877", - "issue:41762|issue:44936", "issue:24643|issue:29127", "issue:44514|issue:45381", - "issue:43452|issue:43577", + "issue:41762|issue:44936", "issue:43688|issue:43749", + "issue:43452|issue:43577", "issue:43452|issue:44843", "issue:44514|issue:45290" ], - "prepared_review_unit_hash": "a6fed4442c3661eaf9ee5c3b002e138608aab0f14dd502adc63365864f6b6c6c", + "prepared_review_unit_hash": "847b8b5b37d5c8a8d6dd555bdd6a9d43394141872c9972ff6de6b1968bc3a99a", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36217, - "estimated_input_tokens": 9055, - "estimated_eval_tokens": 18366 + "serialized_chars": 36213, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; most are broad same-subshell similarities, but the concrete bugs and code paths differ. The strongest standalone issue is the open multi-model tokenizer regression (#45920).", - "confidence": 0.86, - "canonical_issue_reason": "#45920 is the broadest, most actionable report: it spans multiple models, has active discussion/inbound refs, and describes a concrete regression in token ID generation.", + "summary": "The cluster is highly heterogeneous: these are mostly unrelated loader, config, trainer, and model-specific bugs. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.19, + "canonical_issue_reason": "Issue 43452 is the broadest, most user-facing loading regression in the set, but there is no strong evidence that any items here are true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "#45920 has the widest blast radius and clearest user impact among the issues here, so it is the best representative issue to keep.", + "best_issue_reason": "Issue 43452 best represents the cluster only in a loose sense because it covers a general from_pretrained loading failure; the rest are mostly narrower, distinct bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both are image-model failures, but they involve different models and different failure modes (SigLIP2 zero probabilities vs Perceiver non-default resolution handling)." + "reason": "Different models and different failure modes; one is a zero-probability output issue, the other is an image-resolution/interpolation failure." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Completely different model families and bugs: Qwen3OmniMoe video processing versus Gemma4 device placement during forward." + "reason": "Completely different subsystems: Qwen3OmniMoe video processing vs Gemma4 PLE device placement." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43493", + "right": "issue:43994", "accept": false, - "reason": "Unrelated loading paths and symptoms: init_empty_weights/_is_hf_initialized handling versus AutoImageProcessor URL loading." + "reason": "Same model family, but the reports describe different symptoms and code paths; not enough evidence of one underlying bug." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Different bug classes: BeitImageProcessorFast label reduction versus sequence-classification loss behavior with num_labels=1." + "reason": "Beit image label reduction bug is unrelated to single-label classification zero-loss behavior." }, { - "left": "issue:43493", - "right": "issue:43994", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Same model family, but not clearly the same code-path; one is an HF-vs-JAX implementation discrepancy, the other is an AutoModel/pipeline output issue." + "reason": "Init-empty-weights loading error and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both mention RoPE, but they are different models and different logic (Smollm3 layer coverage versus Qwen2.5-VL temporal position scaling)." + "reason": "Both involve RoPE/position logic, but on different models and with different mechanisms; too weak to treat as the same bug." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Different trainer regressions: token accounting not updating versus a custom compute_loss signature mismatch." + "reason": "Both are trainer-related, but one is a state counter update bug and the other is an unexpected compute_loss API argument." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch RoPE config handling, but one is config reload persistence and the other is a type error in validation input parsing." + "reason": "Both mention rope config handling, but one is reload persistence and the other is JSON list validation in a different helper." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related errors, but the concrete failures differ: AddedToken argument duplication versus a Mistral regex patch/backend tokenizer crash." + "reason": "Tokenizer-related, but one is AddedToken construction and the other is mistral regex patching; different concrete failures." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal model loading/test failures with no shared concrete code path." + "reason": "Different multimodal models and distinct loading/test failures." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Image-processor torchvision dependency regression versus a tokenizer regex patch crash; unrelated subsystems." + "reason": "One is Qwen3.5 save_pretrained visual key serialization, the other is tokenizer ID regression across multiple models." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Both are regressions, but one is save_pretrained serialization for Qwen3.5 and the other is wrong token IDs from AutoTokenizer across models." + "reason": "Image processor torchvision dependency issue is unrelated to Mistral regex patch crashes." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading issues, but one is about gguf_file/AutoModel loading and the other is a specific model that fails to load; not the same bug." + "reason": "Both are loading-related, but 43452 is a gguf_file path regression while 44488 is a model-specific load failure." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different failures and likely unrelated root causes: MobileLLM key error versus missing Float8 storage object." + "reason": "KeyError on MobileLLM loading is unrelated to the float8 storage object error." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Unrelated features: Qwen3-MoE sliding window behavior versus AutoImageProcessor URL loading." + "reason": "Qwen3-MoE sliding window behavior and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both concern missing config fields, but the mechanisms differ: trust_remote_code AutoConfig return shape versus strict-dropping a Qwen vision config field." + "reason": "Both involve config fields, but one is generic trust_remote_code missing fields and the other is a specific strict-field drop in Qwen3_5MoeVisionConfig." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "One is a version requirement bump, the other is stale auto_mappings references breaking CI; unrelated changes." - }, - { - "left": "issue:43697", - "right": "issue:45216", - "accept": false, - "reason": "Different regressions in different areas: RTDetrV2 output drift versus Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Release-version pinning and removed auto_mappings references are different CI/package issues." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver resolution handling are unrelated." + "reason": "BitNet packed-weight loading is unrelated to Perceiver image classification interpolation failure." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Both are config-related, but one is num_labels propagation and the other is strict config preventing granite_speech loading." + "reason": "Both are regressions, but they affect different models and distinct code paths." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Different trainer/loading failures: DeepSpeed ZeRO-3 model loading versus evaluate() breaking after train()." + "reason": "Num-label propagation bug and strict config loading failure are not the same issue." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Completely unrelated issues: DeepSpeed training runtime error versus LayoutLMv3 box-validation message clarity." + "reason": "Training-time DeepSpeed runtime error is unrelated to LayoutLMv3 box-information error messaging." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Same model family, but different bugs and code paths: chat template batching versus video vision_position_ids computation." + "reason": "Both are Qwen2.5-VL related, but one is apply_chat_template batching and the other is video position-id computation." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Different loading bugs: gguf_file integration versus Blip2 dtype propagation." + "reason": "DeepSpeed ZeRO-3 loading crash and trainer.evaluate-after-train failure are unrelated." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Different subsystems: auxiliary-loss normalization versus FSDP CPU RAM-efficient loading." + "reason": "Aux-loss normalization bug and FSDP CPU RAM-efficient loading breakage are different problems." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loader breakage and BLIP2 dtype propagation are unrelated." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both affect model/tokenizer loading, but one is gguf_file support and the other is an offline-mode Mistral regex patch bug." + "reason": "GGUF loading regression and offline mistral_regex model_info call are different tokenizer/model-loading bugs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are chat/template issues, but one is batched Qwen2.5-VL processing and the other is assistant tool-call handling with no content." + "reason": "Both touch apply_chat_template, but the failures are different: batched padding=False crash vs tool-call assistant message handling." } ] }, @@ -6255,10 +6193,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:28282", "issue:29159", @@ -6302,7 +6240,6 @@ "issue:45356", "issue:45440", "issue:45491", - "issue:45588", "issue:45701", "issue:45704", "issue:45823", @@ -6311,11 +6248,11 @@ ], "soft_pairs": [ "issue:44493|issue:46050", - "issue:44936|issue:45823", - "issue:44484|issue:44704", - "issue:30064|issue:33666", "issue:44466|issue:45005", "issue:43819|issue:44811", + "issue:30064|issue:33666", + "issue:44936|issue:45823", + "issue:44484|issue:44704", "issue:43295|issue:45356", "issue:44464|issue:44743", "issue:43653|issue:44361", @@ -6325,237 +6262,233 @@ "issue:41720|issue:43906", "issue:38175|issue:43295", "issue:28282|issue:35141", + "issue:45491|issue:46002", "issue:43577|issue:43697", "issue:43653|issue:44568", - "issue:45491|issue:46002", - "issue:43688|issue:45440", "issue:43688|issue:45704", + "issue:43688|issue:45440", "issue:44843|issue:44991", - "issue:43643|issue:44561", "issue:43646|issue:43749", - "issue:43531|issue:43742", "issue:43688|issue:45701", "issue:29159|issue:33357", + "issue:43531|issue:43742", "issue:43653|issue:43927", + "issue:43643|issue:44561", "issue:44464|issue:44977", - "issue:43550|issue:43927", - "issue:43577|issue:45588" + "issue:43550|issue:43927" ], - "prepared_review_unit_hash": "252f49c69db94a8d62d564a43c524ff2f815bf1f762f71cfdfe4d1f3e409f361", + "prepared_review_unit_hash": "eaee31f93710a13ed1f682e156ea7dbac6f78d3107bf10cb13d803b50b49ee1c", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36709, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35810, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a collection of largely unrelated Transformers bug reports. The soft pairs share broad themes, but none look like the same concrete defect or change, so I rejected all of them.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43749 is the strongest representative: it describes a broad, high-impact regression in a core loading path with clear user-facing consequences and substantial discussion.", + "summary": "This set is mostly unrelated one-off bug reports. The only plausible duplicate pair is the v5 tied-weights serialization regression (44466/45005); everything else is too model- or symptom-specific to merge safely.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44466 is the clearest, most concrete report in the only plausible duplicate cluster: it names the v5 tied-weights/serialization path and gives a specific device-dependent symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 stands out as the most representative issue because it is a clearly described regression affecting a widely used feature and appears more central than the more narrowly scoped reports.", + "best_issue_reason": "issue:44466 is the best representative issue overall because it is specific, actionable, and points at a concrete serialization bug rather than a broad symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Both involve model parameter/key anomalies, but one is about unexpected position-id keys while the other is NaNs after checkout/init; different failure modes and likely different root causes." + "reason": "Both mention unexpected keys/serialization, but one is a general position-id key issue and the other is quantized save/load breakage; not the same bug." }, { - "left": "issue:44936", - "right": "issue:45823", - "accept": false, - "reason": "Trainer evaluate-after-train and Gemma4 device-mismatch are unrelated code paths; they do not describe the same bug." + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the v5 tied-weights problem around translation models / lm_head serialization; 44466 is the concrete device-dependent manifestation of the same underlying regression." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "One is about the default 50GB shard size, the other about kwargs not reaching cached_file in AutoProcessor; different API concerns." + "reason": "DAC latent reconstruction and Whisper batch decoding are unrelated code paths and symptoms." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Image processor void segmentation maps and Qwen2-VL multi-GPU training are unrelated issues." + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "Both mention tied weights, but one is a device-dependent serialization bug for lm_head.weight and the other is a v5 translation-model tied-weights issue; not the same concrete defect." + "reason": "Trainer evaluate-after-train and Gemma4 device-map mismatch are different failures in different subsystems." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "DAC from_latents/forward mismatch with missing STE is unrelated to Whisper batch_decode ignoring skip_special_tokens." + "reason": "save_pretrained shard-size behavior and AutoProcessor kwargs forwarding are unrelated." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/processor regressions, but one is a processor.tokenizer API break and the other is a Kimi-K2.5 codec/mistral-regex regression." + "reason": "Both are regressions in tokenizer-related flows, but they affect different models and different failure modes." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3 recurrent-state reset with cache are different generation/cache bugs." + "reason": "Both involve generation/cache behavior, but one is a broad compiled-forward inconsistency and the other is a Qwen3.5 recurrent-state reset bug; not the same defect." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer AttributeError are different tokenizer failures." + "reason": "Different tokenizer bugs on different models; no clear shared root cause." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "These are separate tokenizer-loading problems for different tokenizer classes and different errors." + "reason": "MLukeTokenizer AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are separate load/task failures." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch import missing and Trainer _gpu_broadcast_one NoneType are unrelated setup/runtime failures." + "reason": "PyTorch-not-found import error and Trainer GPU broadcast NoneType error are unrelated." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch and MacOS bus error on a CLIP model are distinct problems." + "reason": "ImportError for missing PyTorch and macOS bus error on CLIP are unrelated." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Qwen3 auto device-mapping cudaErrorAssert and an isolated reproduction of another issue are not the same bug." + "reason": "The second item is only an isolated reproduction reference; there is no evidence it is the same Qwen3 auto-device-map crash." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Zero probabilities in SigLIP2 and a processor.tokenizer regression are unrelated." + "reason": "Zero probabilities in SigLIP2 and a processor/tokenizer regression are unrelated." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "PyTorch import error and embedding reinitialization in post_init are different code paths." + "reason": "Missing PyTorch and embedding reinitialization after resize are unrelated issues." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but in different components and with different triggers; not the same bug." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "BLIP2 dtype loading and RTDetrV2 output divergence are unrelated model-specific bugs." + "reason": "BLIP2 dtype handling and RTDetrV2 output divergence are unrelated." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer special-token complaints, but they affect different tokenizers and different behaviors." - }, - { - "left": "issue:45491", - "right": "issue:46002", - "accept": false, - "reason": "Gemma3 NaN embeddings from sliding-window attention and NaNs in classification heads after checkout/init are not the same defect." + "reason": "Both are tokenizer special-token complaints, but they concern different models and different behaviors; too broad to merge." }, { "left": "issue:43688", - "right": "issue:45440", + "right": "issue:45704", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models and DeepseekV3MoE divergence from remote implementation are different model issues." + "reason": "Auxiliary-loss normalization in MoE models and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:43688", - "right": "issue:45704", + "right": "issue:45440", "accept": false, - "reason": "MoE auxiliary-loss normalization is unrelated to T5/apex FusedRMSNorm memory leak." + "reason": "Both mention MoE models, but one is an auxiliary-loss bug and the other is a native-vs-remote implementation divergence; different underlying problems." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline-mode model_info() call in Mistral regex patch and tokenizer loading failure for EMBEDDIA/est-roberta are different regressions." - }, - { - "left": "issue:43643", - "right": "issue:44561", - "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code and removal of is_torch_fx_available breaking trust_remote_code are separate compatibility issues." + "reason": "Offline-mode model_info misuse and tokenizer load failure for a specific model are not clearly the same regression." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage in v5 and FSDP_CPU_RAM_EFFICIENT_LOADING broken are both v5-related, but they target different loading pathways and symptoms." - }, - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and loading facebook/MobileLLM-125M key error are unrelated." + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are separate initialization/loading issues." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization and version-dependent tokenization are not the same issue." + "reason": "MoE auxiliary-loss normalization and a broad tokenization-change report are unrelated." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Slow vs fast tokenizer inconsistency and a MacOS bus error on CLIP are different problems." + "reason": "Slow-vs-fast tokenizer inconsistency and a macOS bus error on CLIP are different failures." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM key error are unrelated." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DiaConfig losing custom token IDs after save/load are unrelated tokenizer/config bugs." + "reason": "BigBird special-token registration and DiaConfig custom token-ID loss are different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 helper-removal regression; not enough evidence of the same root cause." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different generation bugs." + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different symptoms and likely different code paths." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and DiaConfig token-ID loss after save/load are unrelated." - }, - { - "left": "issue:43577", - "right": "issue:45588", - "accept": false, - "reason": "BLIP2 dtype loading and flash_attention.py crashing on s_aux=None are different code paths." + "reason": "SDPA/torch.compile failure in Bamba and DiaConfig token-ID persistence are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge, 44466/45005, is supported by closely aligned titles about tied weights and v5 serialization behavior. The other rejects are also reasonably cautious given the available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6567,10 +6500,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:28218", "issue:32090", @@ -6615,6 +6548,7 @@ "issue:44964", "issue:45357", "issue:45405", + "issue:45588", "issue:45812", "issue:45823", "issue:46002", @@ -6623,253 +6557,269 @@ "soft_pairs": [ "issue:44479|issue:44625", "issue:43550|issue:44361", + "issue:43577|issue:45588", "issue:41720|issue:44464", "issue:43577|issue:44554", - "issue:43122|issue:43906", "issue:32090|issue:34567", + "issue:43122|issue:43906", "issue:43504|issue:43720", "issue:43504|issue:43550", - "issue:43742|issue:44821", "issue:43504|issue:44610", - "issue:44466|issue:46050", "issue:32090|issue:33666", + "issue:44466|issue:46050", "issue:33666|issue:36010", - "issue:43452|issue:44451", + "issue:43742|issue:44821", "issue:45823|issue:46050", - "issue:43720|issue:43927", - "issue:43525|issue:43572", + "issue:43452|issue:44451", "issue:43606|issue:43927", + "issue:43720|issue:43927", "issue:43278|issue:43688", "issue:43262|issue:43295", "issue:44849|issue:45357", - "issue:43756|issue:44913", + "issue:43525|issue:43572", "issue:33666|issue:36331", - "issue:44625|issue:46002", - "issue:43720|issue:44361", "issue:43493|issue:43825", + "issue:43720|issue:44361", + "issue:44625|issue:46002", + "issue:43756|issue:44913", "issue:44568|issue:45812", "issue:28218|issue:33357", "issue:44964|issue:45405", "issue:39692|issue:43493" ], - "prepared_review_unit_hash": "f3497176e76a7564e75a7eb5245f80023d93ace3b8cd6714428000f3622eb0dd", + "prepared_review_unit_hash": "392b5b50b8cc4a3eacd6f33efa7df5bd67be943be86b10de56feaf6f4a3a9224", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36208, - "estimated_input_tokens": 9052, - "estimated_eval_tokens": 18360 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37105, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false-positive mix of unrelated Hugging Face bugs. The only plausible duplicate pair is the two post-v5 config regressions about missing pad-token attributes (Llama4Config vs StableLmConfig).", - "confidence": 0.74, - "canonical_issue_reason": "issue:43525 is the best canonical issue because it describes the broader, more standard pad-token config regression after the v5 update; issue:43572 looks like the same compatibility problem manifested on a different model config.", + "summary": "The cluster is mostly a grab bag of unrelated Transformers bugs across tokenizers, configs, training, loading, vision/audio, and device-mapping. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected. The most representative issue is the broad silent tokenizer regression in Granite (45812).", + "confidence": 0.84, + "canonical_issue_reason": "issue:45812 is the strongest representative: it describes a broad, user-facing silent regression in core tokenization behavior affecting all Granite models, with clear impact and a concrete code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43525 is the clearest representative of the only near-duplicate theme in the cluster and is the most general/portable formulation of the pad-token regression.", + "best_issue_reason": "issue:45812 is the best cluster representative because it is high-impact, well-scoped, and directly about a concrete regression rather than an implementation-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Different regressions: video-input handling vs num_labels propagation." + "reason": "Different subsystems and failures: video-input regression for Qwen VL models vs missing num_labels propagation in Qwen3.5 config." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Unrelated problems: torch.compile SDPA failure vs tokenizer AttributeError." + "reason": "Unrelated bugs: torch.compile/SDPA failure in Bamba vs tokenizer task AttributeError in MLukeTokenizer." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: BLIP2 dtype handling vs flash_attention crash on s_aux=None." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Different code paths: device-map cuda assert vs compiled-forward chunked generation mismatch." + "reason": "A800 auto-device-map cuda assert and chunked generation with compiled forward are separate model-runtime issues." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Distinct issues: BLIP2 dtype loading vs MPS attention correctness." + "reason": "Both touch attention/model numerics, but one is BLIP2 dtype loading and the other is an MPS correctness bug with mismatched head dims." }, { - "left": "issue:43122", - "right": "issue:43906", + "left": "issue:32090", + "right": "issue:34567", "accept": false, - "reason": "Both concern tokenization, but one is a version-regression report and the other is a reproduction of a different linked issue; same root cause is not established." + "reason": "Trainer broadcast NoneType error and TrainerState token counter not updating are different trainer bugs." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "Different trainer bugs: GPU broadcast NoneType vs token-count tracking." + "reason": "Tokenization regression across versions vs an isolated reproduction of another issue; no clear same bug evidence." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Different model-loading failures with different mechanisms and components." + "reason": "Both are loading-related, but Beit legacy-field loading and BitNet packed-weight unpacking are different mechanisms." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "BEiT load failure and Bamba compile failure are unrelated." - }, - { - "left": "issue:43742", - "right": "issue:44821", - "accept": false, - "reason": "Model key-loading error vs AutoImageProcessor URL loading are separate issues." + "reason": "Different models and failures: Beit pretrained preset loading vs Bamba torch.compile/SDPA behavior." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Different bugs: legacy field loading vs processor/model input-size mismatch." + "reason": "Beit loading bug and OmDet-Turbo image-size mismatch are unrelated." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Both involve save/load behavior, but one is tied-weight serialization and the other is quantized-model persistence; not the same bug." + "reason": "Trainer broadcast error and Qwen2-VL multi-GPU training request are not the same bug." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Trainer broadcast error and Qwen2-VL multi-GPU training are unrelated." + "reason": "Different serialization bugs: tied lm_head.weight behavior vs quantized sinq save/load corruption." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training issue vs import error for GenerationMixin; different layers entirely." + "reason": "Multi-GPU training issue for Qwen2-VL and GenerationMixin import error are unrelated." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Both are load-time failures, but one is gguf_file handling and the other is a specific model load regression." + "reason": "MobileLLM loading key error and AutoImageProcessor-from-URL failure affect different loaders and code paths." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Different failures: device-map mismatch during forward vs quantized save/load breakage." + "reason": "Gemma4 device-mapping forward mismatch and sinq quantized save/load failure are unrelated." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Packed-weight accelerate loading and custom-token-ID loss on save/load are unrelated." - }, - { - "left": "issue:43525", - "right": "issue:43572", - "accept": true, - "reason": "Both report post-v5 missing pad-token config attributes on different model configs; likely the same shared config compatibility regression." + "reason": "gguf_file breaks specific tokenizer/model loading, while ScandiBERT cannot load for an unspecified separate reason." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU-offload device mismatch and config token-ID loss after save/load are different bugs." + "reason": "CPU offload device mismatch in bark-small and DiaConfig custom-token-ID loss after save/load are different bugs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug is unrelated to MLukeTokenizer task AttributeError." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Dtype mismatch in eval and auxiliary-loss normalization are not the same issue." + "reason": "Embedding dtype drift during eval and auxiliary-loss normalization are different training/eval correctness issues." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate default and processor.tokenizer regression are separate processor bugs." + "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image-passing regression are separate processor API bugs." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 regressions: hidden-state output vs incorrect save_pretrained keys." + "reason": "Qwen3.5 hidden-states bug and incorrect visual-encoder save_pretrained keys are unrelated." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Smollm3 RoPE-layer bug and GPTNeoX rotary_pct reload bug are only loosely related by theme." + "reason": "Both mention missing pad token config fields, but they affect different model configs and are not clearly the same underlying defect." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL training issue and custom compute_loss signature error are unrelated." + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are separate trainer/model issues." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "num_labels propagation and NaNs after init/checkout are different symptoms and code paths." + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task error messaging are unrelated." }, { "left": "issue:43720", - "right": "issue:44361", + "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are unrelated." + "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are different loading/serialization bugs." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline error-message regression are distinct." + "reason": "No shared bug: dtype mismatch in evaluation vs aux-loss normalization." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different families and do not clearly share the same code path." + "reason": "Different processor regressions affecting different modalities and APIs." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Tokenizer spacing bug and MacOS bus error on CLIP are unrelated." + "reason": "Hidden-states output bug is not the same as incorrect visual encoder key serialization." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model-load failure vs dependency-version bump are not duplicates." + "reason": "Model-loading failure for Phi-4 multimodal and a dependency version bump are unrelated." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Documentation/example errors and core implementation discrepancy are different problem types." + "reason": "Doc example errors for SigLIP2 are not the same as the HF-vs-JAX model discrepancy." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers/models and different observed failures." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior and a MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:44913", + "right": "issue:44964", + "accept": false, + "reason": "GPTNeoX config reload bug and Phi-4 multimodal load failure are separate issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft-edge pair (issue:43525 / issue:43572) is plausibly a shared v5 config regression around missing pad-token attributes, and the other rejected pairs are described with appropriately cautious, title-based reasoning. No PR-pair mergeability issue applies here." - }, - "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 }, @@ -6881,10 +6831,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:29942", "issue:30333", @@ -6938,46 +6888,46 @@ "issue:43540|issue:44977", "issue:43493|issue:43844", "issue:45200|issue:45229", + "issue:43278|issue:43844", "issue:43334|issue:43572", "issue:45803|issue:45987", - "issue:43756|issue:45083", "issue:44488|issue:44843", - "issue:43278|issue:43844", "issue:43257|issue:43299", + "issue:43756|issue:45083", "issue:43334|issue:45759", "issue:39692|issue:43295", - "issue:43824|issue:44589", - "issue:43646|issue:44466", "issue:45229|issue:45823", - "issue:43572|issue:44291", - "issue:44589|issue:45520", + "issue:43646|issue:44466", + "issue:43824|issue:44589", "issue:33357|issue:33666", "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43572|issue:44291", "issue:43927|issue:44361", "issue:44464|issue:45584", "issue:43606|issue:44112", "issue:43504|issue:43653", "issue:43575|issue:45405", "issue:43278|issue:43701", - "issue:43994|issue:44493", "issue:44792|issue:45405", + "issue:43994|issue:44493", "issue:44423|issue:44734", "issue:29942|issue:30333" ], - "prepared_review_unit_hash": "1be502d3b9b81c603d6a02cb8e5236d4ef6fd2b9fe235b9c66d1809be5ec4256", + "prepared_review_unit_hash": "15d0ab926b753a3fbd8684b711309f1da923163fb8221d2327fa4451d31e1377", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35666, + "serialized_chars": 35667, "estimated_input_tokens": 8917, "estimated_eval_tokens": 18090 }, @@ -6986,180 +6936,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a grab bag of mostly unrelated issues across model loading, multimodal processing, generation, config regressions, and CI/test failures. None of the proposed soft pairs look like true duplicates; they usually share only a broad model family or subsystem.", - "confidence": 0.93, - "canonical_issue_reason": "Issue:43257 is the most concrete, code-path-specific bug in the set (Qwen3 MoE loading with accelerate+deepspeed), so it is the best single issue to anchor on if one must pick a representative. The rest of the items are largely orthogonal.", + "summary": "This cluster is heterogeneous: the issues cover unrelated bugs across multimodal loading, tokenizers/configs, training/inference, CI, and model-specific regressions. None of the soft pairs look like the same underlying bug or change, so no duplicate consolidation is warranted.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue:43257 is the strongest standalone report: reproducible, narrowly scoped, and tied to a real loading/conversion path. Several others are docs/test or high-level symptom reports with weaker duplicate-candidate value.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Different Qwen multimodal failures: one is a video-input ValueError in Qwen3OmniMoe, the other is a flash-attention generation issue in Qwen3.5." + "reason": "Different failure modes and code paths: Qwen3OmniMoe video input processing vs Qwen3.5 flash-attention generation." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs ZeRO-3 gradient explosion are different bugs and different code paths." + "reason": "Different model families and bugs: SigLIP2 implementation discrepancy vs ZeRO-3 gradient growth during DeepSpeed training." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Same model family, but one is a missing text-only token-id default and the other is a multi-GPU inference OOM." + "reason": "One is a missing default for mm_token_type_ids; the other is a multi-GPU CUDA OOM. Not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype regression in eval vs training instability under HfDeepSpeedConfig/ZeRO-3 are unrelated." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both mention missing config fields, but they affect different models/config classes and different failures." + "reason": "Both are config attribute regressions, but for different models and different missing fields (pad_token_id vs pad_token_idx)." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Unrelated code paths: one swallows exceptions in tensor conversion, the other violates a cache-length return-type contract." - }, - { - "left": "issue:43756", - "right": "issue:45083", - "accept": false, - "reason": "RoPE-layer loss in Smollm3 and feature-extract length behavior in qwen3_omni_moe are different issues." + "reason": "Fuyu batch tensor conversion exception handling vs StaticCache return type contract are unrelated." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Both involve loading, but one is a specific model load failure and the other is an offline-mode regression from an unconditional hub call." + "reason": "Different loading failures: a specific model load regression vs unconditional hub metadata lookup breaking offline mode." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Embedding dtype drift in evaluation is not the same as gradient growth under HfDeepSpeedConfig + ZeRO-3." + "reason": "Both involve Qwen MoE, but one is accelerate+deepspeed conversion and the other is model loading in dev; not the same concrete defect." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Both are Qwen MoE-related, but one is accelerate/deepspeed weight conversion and the other is a dev-version loading regression for Qwen3VL MoE." + "reason": "RoPE layer mismatch in Smollm3 is unrelated to feature-extraction length behavior in qwen3_omni_moe." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both touch multimodal config handling, but one is a missing pad token id and the other is failure to unwrap composite text_config in from_config." + "reason": "Different multimodal config issues: missing pad_token_id vs from_config not unwrapping text_config." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs-example errors and a processor.tokenizer regression are separate problems with different fixes." + "reason": "SigLIP2 doc/example errors are not the same as processor.tokenizer regression in custom model code." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Importing a missing model class and failing to resolve Float8 storage are unrelated." + "reason": "OOM from multi-GPU inference and device mismatch during forward are distinct issues." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are different failure modes." + "reason": "Custom model initialization regression vs lm_head.weight serialization inconsistency are different code paths." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "CUDA OOM on Gemma4 multi-GPU inference is unrelated to a device mismatch in PLE forward." + "reason": "ImportError for a missing model class vs missing Float8 storage type are unrelated." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized argument during init_empty_weights are separate regressions." + "reason": "MacOS bus error on a CLIP model vs Qwen2-VL multi-GPU training is not the same bug." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn import KeyError on Python 3.13 do not share the same root cause." + "reason": "Legacy field blocking Beit semantic segmentation load vs CPU offload device mismatch are different problems." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "MacOS bus error for a CLIP model and Qwen2-VL multi-GPU training are unrelated." + "reason": "Float8 storage type resolution issue vs flash_attn import_utils KeyError on Python 3.13 are unrelated." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Legacy-field model loading and CPU-offload device mismatch are different bugs." + "reason": "Missing StableLmConfig field after 5.0 vs init_empty_weights argument mismatch are different regressions." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Save/load token-ID corruption and MLukeTokenizer AttributeError are distinct tokenizer issues." + "reason": "DiaConfig save/load token ID loss and MLukeTokenizer AttributeError are separate tokenizer/config bugs." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward and empty-transcription Whisper generation after align_special_tokens are different code paths." + "reason": "Compiled-forward chunked generation inconsistency vs whisper empty transcription failure after align_special_tokens are unrelated." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "One is a real CPU-offload mismatch bug; the other is a stale CI test failure." + "reason": "One is a runtime device mismatch with CPU offload; the other is a stale CI test failure in GraniteSpeech." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "A legacy-field preset load failure is not the same as a tokenizer special-token registration bug." + "reason": "Beit legacy-field load failure and BigBirdTokenizer special-token decode bug do not share the same underlying cause." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM and an unreleased dependency version bump are unrelated." + "reason": "TP OOM on a large Qwen model is unrelated to an unreleased PEFT version bump." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype mismatch and resume_from_checkpoint key mismatch are different regressions." + "reason": "Evaluation dtype change and resume_from_checkpoint key mismatch are different issues." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "SigLIP2 producing nonsense outputs and unexpected position-id keys across many models are too different to merge." + "reason": "Janus image-generation test failure is unrelated to the PEFT version pin problem." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Janus image-generation test failure and a PEFT version constraint issue are unrelated." + "reason": "SigLIP2 output quality issue vs generic unexpected position-id key warnings are not the same defect." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve-related, but continuous-batching crashes from a string/.to issue and KV-cache continuation indexing are distinct bugs." + "reason": "Continuous-batching multimodal crash from string/.to misuse vs KV-cache continuation tensor indexing bug are different code paths." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting after training failure are completely different problems." + "reason": "Flash Attention 2 test failures and MLflow reporting after failed training jobs are unrelated." } ] }, @@ -7178,10 +7128,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:15354", "issue:28218", @@ -7239,45 +7189,45 @@ "issue:42490|issue:43696", "issue:44521|issue:45290", "issue:43844|issue:44964", - "issue:45084|issue:45520", "issue:28218|issue:34567", - "issue:44554|issue:45446", "issue:29159|issue:32090", + "issue:45084|issue:45520", + "issue:44554|issue:45446", "issue:43582|issue:44977", "issue:43540|issue:45200", "issue:15354|issue:38175", - "issue:37428|issue:43957", "issue:45200|issue:45823", "issue:43232|issue:44849", "issue:45072|issue:45198", + "issue:37428|issue:43957", "issue:43493|issue:43701", "issue:44315|issue:44849", - "issue:43572|issue:44987", "issue:43295|issue:44610", + "issue:43572|issue:44987", + "issue:43295|issue:43450", + "issue:44554|issue:45356", "issue:43572|issue:43957", "issue:37428|issue:43824", - "issue:44554|issue:45356", - "issue:43295|issue:43450", "issue:45200|issue:45325", - "issue:44466|issue:45127", - "issue:44898|issue:45412", "issue:43295|issue:43873", + "issue:44898|issue:45412", + "issue:44466|issue:45127", "issue:43550|issue:43844" ], - "prepared_review_unit_hash": "238f02d8b68407916ab34150f7db542dd13bd2ba3d511b051c96dbddcd7a3b8c", + "prepared_review_unit_hash": "0960e151b877f9be133a4d150f63cd99069d87f94443ec686253b8fa26962e46", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36891, + "serialized_chars": 36892, "estimated_input_tokens": 9223, "estimated_eval_tokens": 18702 }, @@ -7286,192 +7236,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is largely heterogeneous: most items are distinct bugs across tokenizer, multimodal processing, quantization, loading, and training paths. The soft overlaps are mostly broad topical similarity rather than true duplicates, so I reject all soft edges.", - "confidence": 0.47, - "canonical_issue_reason": "If a single issue must represent the cluster, issue 43295 is the broadest multimodal processor/tokenizer regression and the closest match to the few tokenizer/processor-adjacent items here. That said, the cluster is not duplicate-tight overall.", + "summary": "The items are mostly unrelated across tokenization, loading, training, quantization, multimodal processing, and attention internals. None of the soft pairs look like true duplicate-level matches; they share broad subsystem names but not the same concrete failure path.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43873 is the strongest representative in this set: it has the most discussion/inbound refs, a clear user-facing quantization/offloading failure, and is still open; the other items are mostly orthogonal bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the most representative user-facing regression in the set because it spans a common API break around processor.tokenizer and image-to-tokenizer behavior. It is still only a loose umbrella, not a true cluster duplicate.", + "best_issue_reason": "issue:43873 is the best overall issue candidate because it is active, impactful, and well-scoped, while the rest of the list is heterogeneous and less suitable as a canonical representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both are quantization-related, but one is an offloading problem and the other is a save/load corruption bug for sinq; different code paths." + "reason": "Both involve quantization, but one is about offloading behavior and the other about save/load breakage after sinq quantization; different bug paths." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor _tokenizer AttributeError and rope-parameter dict/list validation are unrelated failures." + "reason": "Gemma4Processor missing _tokenizer is unrelated to rope-parameter JSON list handling; different components and failure modes." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "flash_attention sink-less crash with s_aux=None is unrelated to quantized model persistence after save_pretrained/from_pretrained." + "reason": "Flash-attention crash with s_aux=None is a runtime integration bug, not the same as quantized model serialization/loading corruption." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A trailing-slash import warning and a CUDA OOM are not the same bug." + "reason": "Local-path import warning and CUDA OOM are unrelated symptoms with no shared underlying code path." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a tool-call/no-content crash; different edge cases." + "reason": "Both touch apply_chat_template, but one is about multimodal assistant masks and the other is a crash on tool-call messages with no content; distinct bugs." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and a model loading import failure are unrelated." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal load failure are different training/loading issues." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Template-node compile error vs flash_attn import KeyError on Python 3.13 are different problems." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState.num_input_tokens_seen not updating." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after an added token is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "Tokenizer slow/fast inconsistency and a NoneType broadcast error in Trainer are different subsystems and failure signatures." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "MPS attention correctness and a PyTorch version-check import bug in flex_attention are different issues." + "reason": "Template-node compilation TypeError is unrelated to the flash_attn import KeyError on Python 3.13." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." + "reason": "MPS attention correctness and a PyTorch version gate for flex_attention imports are unrelated." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Apple Silicon warmup TypeError and Qwen3.5 flash-attention generation bug are different runtime failures." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing failure and Gemma4 mm_token_type_ids defaulting are different multimodal bugs." + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma4 text-only mm_token_type_ids handling." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "torch.jit.script export failure and SigLIP2 zero probabilities are unrelated model/runtime issues." - }, - { - "left": "issue:37428", - "right": "issue:43957", - "accept": false, - "reason": "flash_attention_utils import failure and meta-device model loading regression are unrelated." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are clearly different problems." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4 issues, but one is missing mm_token_type_ids defaults and the other is a device placement mismatch during forward." + "reason": "Gemma4 text-only token-type defaults and PLE device mismatch during forward are different model-behavior bugs." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states behavior are different bugs." + "reason": "Generation kwarg update after sync_gpus and Qwen3.5 hidden-state output bug do not share the same code path." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatch in bfloat16 inference is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Dtype mismatches in CI and Wav2Vec2 save_pretrained/tokenization failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and meta-device model loading breakage are both loading-related but stem from different mechanisms and fixes." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch do not share the same underlying bug." + "reason": "SigLIP2 HF/JAX discrepancy and resume_from_checkpoint key mismatch are unrelated issues." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel not applied in model_init is unrelated to the Qwen3.5 hidden-states regression." - }, - { - "left": "issue:43572", - "right": "issue:44987", - "accept": false, - "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast are unrelated." + "reason": "Liger Kernel not applied with model_init is unrelated to the Qwen3.5 output_hidden_states regression." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both concern processors, but one is a processor.tokenizer regression and the other is an OmDet-Turbo resolution mismatch; different bugs." + "reason": "Processor.tokenizer regression is unrelated to OmDet-Turbo producing the wrong image size." }, { "left": "issue:43572", - "right": "issue:43957", + "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in config and meta-device model loading breakage are unrelated." + "reason": "StableLmConfig missing pad_token_idx and physical-intelligence/fast load failure are both loading regressions but not the same bug." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "These are different import errors for different missing symbols/modules." + "reason": "Processor.tokenizer regression is not the same as batched video processor shape output." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec handling are unrelated." + "reason": "MPS attention correctness issue and Kimi-K2.5 tokenizer codec regression are unrelated." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config missing pad_token_idx and meta-device model loading failures are different regressions." + }, + { + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Processor/tokenizer API regression and batched video shape mismatch are different processor bugs." + "reason": "Flash-attention symbol import failure is unrelated to missing Qwen2_5_VLForConditionalGeneration export." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL rope scaling are unrelated." + "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL rope-index scaling are different multimodal modeling bugs." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Tied-weight serialization and LoRA merge collapse with extended vocabulary are only loosely related, not the same code-path." + "reason": "Processor.tokenizer regression and quantization offloading failure are unrelated despite both touching model setup." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolate_pos_encoding failure and RT-DETR memory leak are unrelated." + "reason": "Perceiver non-default resolution failure and RT-DETR memory leak are different issues." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are different bugs." + "reason": "Both mention tied weights, but one is about inconsistent serialization by device and the other is LoRA merge collapse with extended vocab; not the same concrete bug." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile+SDPA failure and ZeRO-3 gradient drift are distinct training issues." + "reason": "Bamba torch.compile SDPA failure and ZeRO-3 gradient growth are distinct training/runtime problems." } ] }, @@ -7490,10 +7440,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:28218", "issue:35141", @@ -7517,13 +7467,13 @@ "issue:43653", "issue:43819", "issue:43824", + "issue:43825", "issue:43827", "issue:43856", "issue:43901", "issue:43975", "issue:44112", "issue:44206", - "issue:44351", "issue:44442", "issue:44448", "issue:44514", @@ -7545,23 +7495,23 @@ "issue:45593" ], "soft_pairs": [ - "issue:43334|issue:43525", "issue:44792|issue:45563", + "issue:43334|issue:43525", "issue:43824|issue:43975", "issue:42915|issue:43824", "issue:43388|issue:43526", "issue:43450|issue:43575", "issue:42490|issue:43493", + "issue:43278|issue:43856", "issue:43975|issue:45520", - "issue:28218|issue:35141", "issue:43653|issue:44112", - "issue:43278|issue:43856", + "issue:28218|issue:35141", "issue:38175|issue:43493", "issue:44442|issue:45198", "issue:44514|issue:44521", "issue:38175|issue:45412", - "issue:43827|issue:43901", "issue:44206|issue:45584", + "issue:43827|issue:43901", "issue:43262|issue:43450", "issue:43819|issue:44112", "issue:44610|issue:44857", @@ -7573,114 +7523,114 @@ "issue:45127|issue:45245", "issue:45290|issue:45381", "issue:44448|issue:44743", - "issue:37428|issue:44351" + "issue:43278|issue:43825" ], - "prepared_review_unit_hash": "b13aecbd2565dfbbc73976ea46b4e88765e50508d01054fb7516564e4a8eae93", + "prepared_review_unit_hash": "f4e31586fa3c91b790c9b3947ed428cbf09715e8cae626e8e96f445c8d76bde6", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36501, - "estimated_input_tokens": 9126, - "estimated_eval_tokens": 18508 + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; the soft pairs are mostly title-similarity false positives across unrelated bugs, models, and subsystems.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits: the items cover unrelated regressions in tokenization, multimodal chat templates, import errors, model-specific behavior, and training/runtime issues.", + "summary": "All soft pairs look like false positives: they share broad vocabulary or a subsystem, but not the same concrete bug/change. The set is heterogeneous, so there is no safe canonical issue or PR here.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: none of the issues is representative of the whole set because the cluster is heterogeneous rather than one underlying bug.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Both mention missing pad_token_id, but they are different config classes for different model families; likely same symptom, not the same bug." + "reason": "Different failures: a janus model test case vs a paged generate warning about num_return_sequences." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Different failures: a Janus image-generation test versus a stale paging warning for num_return_sequences." + "reason": "Both are missing-pad-token_id errors, but for different models/config classes (Qwen3-VL vs Llama4) and likely different code paths." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a Qwen2.5-VL symbol versus a DeepSeek detokenization regression; unrelated code paths." + "reason": "ImportError for Qwen2.5-VL class vs a detokenization bug on deepseek-coder; unrelated symptoms and components." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-VL import error are unrelated." + "reason": "Qwen3MoE FP8 config failure is unrelated to the Qwen2.5-VL import failure." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve labels, but one is gather_for_metrics batching and the other is BeitImageProcessorFast reduction logic." + "reason": "Both involve labels, but one is gather_for_metrics truncation and the other is BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor shape bug and Qwen2 OOM with tensor parallelism are unrelated." + "reason": "Video batched-shape bug vs Qwen2-57B-A14B-Instruct tensor-parallel OOM; not the same issue." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation discrepancy are not the same bug." + "reason": "Local-path trailing-slash import warning is unrelated to SigLIP2 implementation discrepancy." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Detokenization regression and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Embedding dtype regression in eval vs Qwen3 MoE memory usage; different model/runtime problems." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different issues." + "reason": "Detokenization bug vs flash_attn import KeyError on Python 3.13; unrelated." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale test failure are unrelated." + "reason": "Tokenizer special-token registration bug vs a stale GraniteSpeech CI test; not the same code-path." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory usage are different problems." + "reason": "Tokenizer added-space behavior is unrelated to embedding reinitialization during post_init." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Same model family, but one is zero probabilities on a specific SigLIP2 model and the other is a broader HF-vs-JAX discrepancy; not enough to treat as one bug." + "reason": "Same model family, but zero probabilities vs HF/JAX discrepancy are not the same concrete bug." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failure are separate speech-tokenizer bugs." + "reason": "Different tokenizer/loading failures for different model families; no shared root cause shown." }, { "left": "issue:44514", @@ -7692,91 +7642,91 @@ "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 probability bug and RT-DETR memory release issue are unrelated." + "reason": "SigLIP2 output issue and RT-DETR memory leak are unrelated." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Both are docs regressions around pipeline APIs, but they document different changes and are not the same underlying issue." + "reason": "FeatureExtractor center-arg crash vs Whisper empty-transcription failure; different components and failures." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure are unrelated audio bugs." + "reason": "Both are docs-related pipeline issues, but they concern different APIs and different broken guidance." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and video batch-shape issues are unrelated." + "reason": "Audio chat-template sampling-rate default vs video processor batch-shape bug; unrelated." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC forward mismatch and a GraniteSpeech device-override test failure do not share a concrete code path." + "reason": "DAC latent/STE mismatch vs GraniteSpeech CI test staleness; no common bug." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different detection-model failures." + "reason": "Processor output resolution mismatch vs AMP/CUDA loss crash; different defects." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latents mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "DAC forward/from_latents mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "ImportError for a specific flash-attn helper and a broad Torch 2.10 incompatibility report are not the same bug." + "reason": "Flash-attention import error and Torch 2.10 incompatibility are separate compatibility problems." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile/SDPA failure are unrelated." + "reason": "SwitchTransformers sparse-layer creation bug vs Bamba SDPA torch.compile failure; different subsystems." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe output-length helper behavior are unrelated." + "reason": "CPU offload device mismatch on bark-small is unrelated to qwen3_omni_moe length calculation." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "LwDetrImageLoss AMP crash and D-FINE auxiliary-loss omission are separate training bugs." + "reason": "Both are detection-related, but one is an AMP/CUDA crash and the other is missing auxiliary losses when denoising is off." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with extended vocabulary and a category-count limit error are unrelated." + "reason": "LoRA+extended-vocab collapse with tied embeddings has nothing to do with the 2^24 category limit error." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template crash on tool-call assistant messages and qwen2.5-vl vision_position_ids are different multimodal paths." + "reason": "apply_chat_template tool-call crash is unrelated to qwen2.5-vl video vision_position_ids." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output difference and Qwen3_5 recurrent-state reset bug are unrelated." + "reason": "Pegasus output regression vs qwen3_5 cache/recurrent-state reset bug; unrelated model paths." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different versioning issues." + "reason": "Embedding dtype regression and a pipeline error-message/docs issue are unrelated." } ] }, @@ -7795,10 +7745,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:28218", "issue:29127", @@ -7806,11 +7756,11 @@ "issue:32090", "issue:34689", "issue:35141", + "issue:37428", "issue:38175", "issue:39692", "issue:40444", "issue:42490", - "issue:43278", "issue:43335", "issue:43504", "issue:43526", @@ -7822,12 +7772,12 @@ "issue:43720", "issue:43723", "issue:43819", - "issue:43825", "issue:43854", "issue:43931", "issue:44112", "issue:44206", "issue:44292", + "issue:44351", "issue:44360", "issue:44448", "issue:44462", @@ -7850,286 +7800,293 @@ "issue:45859" ], "soft_pairs": [ - "issue:43278|issue:43825", - "issue:45200|issue:45588", "issue:29942|issue:32090", + "issue:45200|issue:45588", + "issue:37428|issue:44351", "issue:43611|issue:43931", "issue:44206|issue:45823", "issue:43335|issue:43653", "issue:43550|issue:44112", "issue:43819|issue:44493", "issue:44855|issue:45083", - "issue:44360|issue:44561", "issue:43335|issue:43504", "issue:45588|issue:45859", - "issue:43335|issue:45083", "issue:29127|issue:32090", - "issue:45310|issue:45478", + "issue:43335|issue:45083", "issue:39692|issue:43526", + "issue:45310|issue:45478", "issue:39692|issue:44493", - "issue:44292|issue:45520", + "issue:44360|issue:44561", "issue:43720|issue:44112", - "issue:44448|issue:44779", + "issue:44292|issue:45520", "issue:43335|issue:44112", "issue:43335|issue:45072", - "issue:38175|issue:44493", - "issue:44977|issue:45229", + "issue:44448|issue:44779", "issue:42490|issue:43854", + "issue:44977|issue:45229", + "issue:38175|issue:44493", "issue:43606|issue:44857", "issue:34689|issue:35141", "issue:44857|issue:45072", "issue:44448|issue:44977", - "issue:44561|issue:44779", - "issue:44462|issue:44561", "issue:40444|issue:43526", "issue:28218|issue:32090", "issue:43701|issue:45083", - "issue:43723|issue:44554" + "issue:44561|issue:44779", + "issue:43723|issue:44554", + "issue:44462|issue:44561", + "issue:43550|issue:45083" ], - "prepared_review_unit_hash": "6dede5406dd1c4c3a6b796a73aaaf181a07f030adb202dac08f20b610c0fd220", + "prepared_review_unit_hash": "a9c692ec333d2d7412ec1248c10c6e079ba29b8909970df463db0148cecbf1a3", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38149, - "estimated_input_tokens": 9538, - "estimated_eval_tokens": 19332 + "soft_pair_count": 36, + "serialized_chars": 38451, + "estimated_input_tokens": 9613, + "estimated_eval_tokens": 19482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues, with one clear duplicate pair: the two \"Qwen3.5 Moe from_pretrained error\" reports. No PRs are present in the candidate set.", + "summary": "This cluster is almost entirely a grab-bag of unrelated Transformers bug reports. The only clear duplicate pair is the two identical Qwen3.5 MoE `from_pretrained` regression reports.", "confidence": 0.95, - "canonical_issue_reason": "issue:45310 and issue:45478 describe the same Qwen3.5 Moe from_pretrained failure; 45310 is the better canonical because it appears first and has slightly more context.", + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier report of the exact Qwen3.5 MoE `from_pretrained` regression and matches the duplicate candidate 45478 nearly verbatim.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest issue candidate because it is the most direct, well-scoped report for the duplicated Qwen3.5 Moe loading regression.", + "best_issue_reason": "issue:45310 is the strongest representative issue in the cluster because it is a clean, specific duplicate target with the clearest title and earliest filing.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Different bugs: dtype regression in evaluate vs pipeline error-message wording." + "reason": "Different failures: Flash Attention 2 test regressions vs a Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Different components and failures: Gemma4 token-type defaults vs flash-attention s_aux None crash." + "reason": "Different subsystems and symptoms: Gemma 4 token type IDs vs a flash_attention `s_aux=None` crash." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Both are CI/runtime failures, but one is FlashAttention tests and the other is Trainer broadcast NoneType." + "reason": "Both are import errors, but they name different missing symbols and different code paths." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Different load failures: base_model_prefix handling vs Qwen3-VL weight shape mismatch." + "reason": "Both are model-loading issues, but one is about `base_model_prefix` handling and the other is a Qwen3-VL weight-shape mismatch." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Both mention model inference crashes, but the underlying causes differ: unsupported feature-extractor arg vs device-map PLE mismatch." + "reason": "Different bugs: an unsupported `center` argument in a feature extractor versus a device mismatch in Gemma4 PLE forward." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token decode issue." + "reason": "Unrelated model/config bug vs tokenizer special-token registration/empty decode issue." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different models and code paths: Bamba torch.compile SDPA issue vs GraniteSpeech stale device override CI test." + "reason": "Different areas: torch.compile/SDPA behavior in Bamba vs a stale CI device override test." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent conversion mismatch vs a broad position-id key warning." + "reason": "Different underlying problems: DAC `from_latents` mismatch vs widespread unexpected key/position-id behavior." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import/script parsing bug vs qwen3_omni_moe helper length behavior." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "Different topics: DSA indexer/ReLU discussion vs removal of is_torch_fx_available breaking trust_remote_code." + "reason": "Python 3.13 import parsing issue in DebertaV2 vs a qwen3_omni_moe helper behavior regression." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug vs BEiT legacy-field loading bug." + "reason": "Both involve Switch/Beit family issues, but the concrete failures and affected code paths differ." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve attention/offload, but the concrete failures differ: sink-less flash_attention crash vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + "reason": "Both mention Qwen3.5/MoE and attention-related code, but one is a sink-less flash_attention crash and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Completely different bugs: LayoutLMv3 error-message clarity vs Trainer broadcast failure." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Unrelated Transformer internals: SwitchTransformers config vs qwen3_omni_moe feature-length helper." + "reason": "Different components and failure modes: SwitchTransformers config creation vs qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Different error surfaces: LayoutLMv3 box validation message vs Trainer GPU broadcast NoneType." + "reason": "SigLIP2 doc-example problems are unrelated to BeitImageProcessorFast `reduce_labels` returning the wrong shape/value." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same exact reported bug and same model/version context; these are duplicate loading-error reports." - }, - { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "SigLIP2 docs/model mismatch and quantization errors are unrelated to BEiTImageProcessorFast reduce_labels behavior." + "reason": "Same issue: identical title, same Qwen3.5 MoE `from_pretrained` error, and clearly the same regression report." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Documentation/example errors vs a generalized unexpected position-id key warning." + "reason": "Documentation/example failures are unrelated to the unexpected position-id key behavior." }, { - "left": "issue:44292", - "right": "issue:45520", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Different failures: Qwen-3-8B-NVFP4 runtime error vs flash_attn import KeyError on Python 3.13." + "reason": "Different changes: DSA indexer activation bug vs v5 removal of `is_torch_fx_available` breaking `trust_remote_code` models." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading bug vs GraniteSpeech CI device override stale-test failure." + "reason": "Different code paths: BitNet packed-weight loading vs GraniteSpeech CI device override staleness." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:44292", + "right": "issue:45520", "accept": false, - "reason": "Both are v5 behavior regressions, but one is Pegasus output drift and the other is Deepseek tokenizer correctness." + "reason": "Different issues: Qwen-3-8B-NVFP4 runtime error vs Python 3.13 `flash_attn` import key error." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Different subsystems: SwitchTransformers config vs GraniteSpeech CI device-override issue." + "reason": "Unrelated: SwitchTransformers sparse-layer config bug versus a CI test/device override failure." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers config bug vs dtype mismatch in bfloat16 inference." + "reason": "Different bugs: sparse-layer creation in SwitchTransformers vs dtype mismatches in inference." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and failure modes: Pegasus output drift vs Deepseek tokenizer correctness regression." + }, + { + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as a position-id key warning." + "reason": "One is a local-path import warning; the other is a GLM-4.7-Flash loading failure in tests." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU OOM; different root causes." + "reason": "Different symptoms: flash-attention generation breakage vs Gemma4 multi-GPU CUDA OOM." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Local-path slash import warning is distinct from a specific model-loading unit-test failure." + "reason": "SigLIP2 zero-probability output issue is unrelated to the position-id key regression." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch vs CUDA AMP float16 crash; different models and failure modes." + "reason": "Different runtime problems: CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision model loading regression vs embedding reinit after resize; not the same bug." + "reason": "Both are loading/model-init issues, but one is a Llama 3.2 Vision breakage and the other is embedding reinitialization after resize." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different numerical issues: float16 AMP crash vs bfloat16 dtype mismatch." + "reason": "Different failures: AMP/CUDA loss crash vs bfloat16 dtype mismatch in inference." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Both are generation regressions, but the affected model/code path differs: Pegasus vs Qwen3.5 flash-attention." - }, - { - "left": "issue:44561", - "right": "issue:44779", - "accept": false, - "reason": "Removal of a helper breaking trust_remote_code is unrelated to Deepseek tokenizer output changes." - }, - { - "left": "issue:44462", - "right": "issue:44561", - "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is a tokenizer loading bug, not a missing helper API breakage." + "reason": "Different models and root causes: Pegasus v4/v5 output differences vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image fine-tuning failure is unrelated to BEiTImageProcessorFast label reduction." + "reason": "Different areas: multi-image IterableDataset finetuning failure vs BeitImageProcessorFast label reduction bug." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer extra-space behavior and Trainer GPU broadcast error are unrelated." + "reason": "Tokenizer added-space behavior is unrelated to the Trainer `_gpu_broadcast_one` error." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch is not the same as qwen3_omni_moe feature-length behavior." + "reason": "Resume-from-checkpoint key mismatch is unrelated to the qwen3_omni_moe helper behavior issue." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different changes: v5 removal of a helper breaking remote-code models vs Deepseek tokenizer output regression." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "Tokenizer loading in v5 and MPS attention correctness are unrelated issues." + "reason": "Tokenizer loading in v5 is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring `tokenizer.json` is a different bug from the removed-helper regression." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated: Bamba torch.compile/SDPA failure versus qwen3_omni_moe feature-length helper behavior." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The canonical issue choice is supported by the packet: issues 45310 and 45478 have the same title and clearly describe the same Qwen3.5 Moe from_pretrained regression, with 45310 appearing earlier and containing slightly more detail. The soft-edge verdicts are conservative and do not overclaim equivalence from the available titles/bodies. No PRs are present, so the null PR fields are appropriate." + "feedback": "Grounded overall: the packet supports one clear duplicate pair (45310/45478) and the rest look like unrelated issues. The soft-edge rejections are conservative and avoid overstating similarity. The canonical issue choice and earliest-filing rationale are well supported by the identical titles." }, "evaluator_used": true, "retried": false, @@ -8145,10 +8102,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:10000", "issue:15354", @@ -8165,33 +8122,33 @@ "issue:43329", "issue:43381", "issue:43412", - "issue:43550", "issue:43575", "issue:43653", "issue:43873", "issue:43927", "issue:43976", "issue:43994", + "issue:44186", "issue:44206", + "issue:44361", "issue:44448", - "issue:44451", "issue:44466", "issue:44479", "issue:44568", "issue:44743", "issue:44857", + "issue:44871", "issue:44977", "issue:44987", - "issue:45083", "issue:45198", "issue:45229", "issue:45245", "issue:45372", "issue:45406", + "issue:45412", "issue:45440", "issue:45459", "issue:45491", - "issue:45520", "issue:45563", "issue:45588", "issue:45698", @@ -8200,238 +8157,258 @@ "issue:45823" ], "soft_pairs": [ - "issue:37428|issue:44987", - "issue:43550|issue:45083", "issue:32090|issue:33357", "issue:29942|issue:35141", - "issue:43927|issue:45698", + "issue:37428|issue:44987", "issue:43873|issue:45229", + "issue:43927|issue:45698", "issue:41720|issue:45229", - "issue:44568|issue:45491", + "issue:43278|issue:43329", "issue:44977|issue:45563", + "issue:44568|issue:45491", "issue:10000|issue:15354", - "issue:43278|issue:43329", - "issue:43412|issue:45588", "issue:45372|issue:45588", "issue:42490|issue:43575", + "issue:43412|issue:45588", "issue:45198|issue:45803", "issue:44857|issue:45588", "issue:43976|issue:45440", - "issue:45459|issue:45712", "issue:45372|issue:45406", - "issue:44448|issue:44466", + "issue:45459|issue:45712", "issue:45588|issue:45823", "issue:43278|issue:43381", + "issue:44448|issue:44466", "issue:43653|issue:44743", "issue:45245|issue:45563", + "issue:25251|issue:32090", "issue:45372|issue:45459", "issue:44206|issue:44479", - "issue:25251|issue:32090", "issue:43065|issue:43994", - "issue:44451|issue:45520" + "issue:44186|issue:45198", + "issue:43065|issue:45412", + "issue:44871|issue:44977", + "issue:44361|issue:45198" ], - "prepared_review_unit_hash": "d4e19d0fa44164a83711c501ae2fd79685d22ccc8d9d512670f96b579a8ec10c", + "prepared_review_unit_hash": "351d6d13d3451184654cff5da0b4eb78232dcfcc53bd7cf8b87c7ba300e01efc", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36653, - "estimated_input_tokens": 9164, - "estimated_eval_tokens": 18584 + "soft_pair_count": 31, + "serialized_chars": 37307, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous set of unrelated issue reports across many models and subsystems. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR change.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the candidate pairs are superficial text similarities, not the same concrete bug path.", - "canonical_pr_reason": "No PR items are present in the input.", - "best_issue_reason": "No clear global best issue for deduping; the issues cover distinct failures and should remain separate.", - "best_pr_reason": "No PR items are present in the input.", + "summary": "The set is highly heterogeneous: the soft pairs share broad keywords or subsystems, but they do not describe the same concrete bug or fix. No PRs are present. I\u2019d treat this as a loose topical cluster rather than duplicate issues.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the broadest, most central report in the set by activity and impact, but the cluster is not truly duplicate-heavy, so it is only a pragmatic representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest discussion/inbound references and a clearly reproducible, user-visible failure, making it the best representative issue among these unrelated reports.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:37428", - "right": "issue:44987", - "accept": false, - "reason": "Different failures: one is a flash-attention import error, the other is a model-loading regression for a specific repo." - }, - { - "left": "issue:43550", - "right": "issue:45083", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe helper bug are unrelated code paths." - }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are different symptoms with different triggers." + "reason": "Different failures: Trainer broadcast TypeError vs MacOS bus error on a CLIP model; no shared code-path bug." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures and output embedding reinitialization after resize are distinct bugs." + "reason": "Flash Attention test failures and embedding reinitialization are unrelated issues in different model paths." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:37428", + "right": "issue:44987", "accept": false, - "reason": "Both involve save/load, but one loses custom token IDs while the other loads the wrong custom module." + "reason": "Both are load/import failures, but one is a missing flash-attention helper import and the other is a model-loading regression; not the same bug." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading misbehavior and multi-GPU OOM are different memory-related failures." + "reason": "Both mention memory/resource problems, but offloading+quantization and multi-GPU OOM are different concrete failures and fixes." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs and the other loads the wrong custom module; distinct root causes." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Auto device-mapping cudaErrorAssert is not the same bug as a multi-GPU OOM." + "reason": "Different model-specific runtime issues: cudaErrorAssert during device mapping vs plain CUDA OOM." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are unrelated defects." + "reason": "Embedding dtype drift and an undefined-variable bug in multimodal token counting are unrelated." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation regression and a stale warning in paged generate() are different issues." + "reason": "Flash-attention generation regression and a stale warning in paged generate() are not the same code-path problem." }, { - "left": "issue:10000", - "right": "issue:15354", - "accept": false, - "reason": "German DistilBertModel and torch.jit GeneratorExp export failures are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "BF16-to-FP32 dtype drift and an undefined-name bug in multimodal token counting are unrelated." + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings under sliding-window attention are different bugs." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Executorch export guard/erfinv issues do not match the sink-less flash_attention AttributeError." + "reason": "German DistilBertModel error and a torch.jit.script GeneratorExp export problem are unrelated." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import failure and flash_attention crash are different code paths." + "reason": "Gemma4 processor import failure and flash_attention.py crashing on s_aux=None are separate integration bugs." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "A trailing-slash import warning and a tensor-parallel OOM are unrelated." + "reason": "A trailing-slash path warning and a Qwen2 tensor-parallel OOM are not the same underlying issue." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guards/erfinv support and sink-less flash-attention AttributeError are unrelated." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failures and a bare-except bug in FuyuBatchFeature are different problems." + "reason": "Wav2Vec2 save/tokenization failure and a bare-except swallowing errors in Fuyu conversion are different bugs." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetr AMP/CUDA crash and flash_attention s_aux=None crash are unrelated." + "reason": "AMP loss crash in LwDetrImageLoss and flash_attention.py s_aux=None are unrelated failures." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python-version compatibility and DeepseekV3MoE divergence are not the same bug." - }, - { - "left": "issue:45459", - "right": "issue:45712", - "accept": false, - "reason": "Tokenizer error masking and leftover dummy class leakage are unrelated maintenance issues." + "reason": "Python version compatibility and DeepseekV3MoE implementation divergence are not the same bug." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 processor loading import error and serve-time missing _tokenizer are different failures." + "reason": "Both are Gemma4-related, but one fails on missing mistral_common import and the other crashes in serve due to missing _tokenizer; distinct causes." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Versioned output differences for Pegasus and lm_head serialization inconsistency are separate model-behavior bugs." + "reason": "Tokenizer exception masking and leftover dummy classes are unrelated maintenance/bug issues." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash_attention sinkless crash and Gemma4 PLE device mismatch are distinct forward-pass issues." + "reason": "Flash-attention sink handling and Gemma4 PLE device mismatch are different forward-pass problems." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype change in eval and gradient-checkpointing prohibition in eval are unrelated." + "reason": "Training/eval dtype mismatch and gradient checkpointing in eval mode are separate state-management bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Model output regression and serialization inconsistency of lm_head.weight are different concrete issues." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different code paths." + "reason": "Tokenizer special-token registration and recurrent-state resetting in Qwen3.5 are unrelated." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count limit error and stale num_return_sequences warning are unrelated." + "reason": "Category-cardinality runtime limit and a stale warning in generate() do not share a code-path." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and distributed broadcast TypeError are unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import dependency failure and tokenizer protobuf error handling are different bugs." + "reason": "Gemma4 processor import breakage and protobuf-related tokenizer error masking are different failure modes." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported feature-extractor arg and Qwen video-input regression are not the same underlying defect." + "reason": "Unsupported center argument in feature extraction and video input regression in Qwen VL models are not the same bug." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Pipeline top_k output-shape change and Trainer broadcast NoneType error are unrelated." + "reason": "A dummy Conv2d placeholder and nonsensical SigLIP2 outputs are unrelated issues." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Dummy Conv2d placeholder and SigLIP2 nonsensical outputs are different issues." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failure are different tokenizer paths." }, { - "left": "issue:44451", - "right": "issue:45520", + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation failure are separate configuration/runtime issues." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure do not indicate the same underlying defect." + }, + { + "left": "issue:45491", + "right": "issue:45588", "accept": false, - "reason": "Model-loading failure for ScandiBERT and Python 3.13 flash_attn import KeyError are unrelated." + "reason": "NaN embeddings from mixed-length sliding-window attention and a flash_attention.py AttributeError are different bugs." + }, + { + "left": "issue:45698", + "right": "issue:45823", + "accept": false, + "reason": "Wrong custom module loading after save_pretrained and Gemma4 PLE device mismatch are unrelated." } ] }, @@ -8450,10 +8427,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:29127", "issue:29942", @@ -8462,12 +8439,12 @@ "issue:33290", "issue:33357", "issue:34567", + "issue:35141", "issue:36010", "issue:39692", "issue:42490", "issue:42915", "issue:42994", - "issue:43065", "issue:43066", "issue:43257", "issue:43278", @@ -8485,19 +8462,18 @@ "issue:44186", "issue:44265", "issue:44279", - "issue:44361", "issue:44442", + "issue:44451", "issue:44462", "issue:44610", "issue:44625", - "issue:44871", - "issue:44977", "issue:45103", "issue:45198", "issue:45372", "issue:45412", "issue:45440", "issue:45491", + "issue:45520", "issue:45584", "issue:45593", "issue:45834", @@ -8505,22 +8481,19 @@ "issue:46121" ], "soft_pairs": [ - "issue:43065|issue:45412", - "issue:44186|issue:45198", - "issue:44871|issue:44977", - "issue:43066|issue:44462", - "issue:44361|issue:45198", + "issue:44451|issue:45520", "issue:43611|issue:46121", "issue:42915|issue:42994", - "issue:33357|issue:39692", + "issue:43066|issue:44462", "issue:32090|issue:33290", "issue:42490|issue:43873", "issue:29942|issue:30064", + "issue:33357|issue:39692", "issue:29127|issue:34567", "issue:43994|issue:45412", - "issue:43756|issue:45440", - "issue:43257|issue:43278", "issue:44265|issue:45198", + "issue:43257|issue:43278", + "issue:43756|issue:45440", "issue:43421|issue:45491", "issue:43653|issue:44442", "issue:43381|issue:43701", @@ -8531,212 +8504,201 @@ "issue:29942|issue:36010", "issue:43526|issue:45834", "issue:43761|issue:45859", - "issue:45103|issue:45372", "issue:43526|issue:44186", - "issue:44625|issue:45584" + "issue:45103|issue:45372", + "issue:44625|issue:45584", + "issue:29127|issue:35141" ], - "prepared_review_unit_hash": "392650b553f17acd09443cf5082bf258cda98c2c947f8ff868aa7e56296b9a7b", + "prepared_review_unit_hash": "2c8420a337d059860e2d9d76306631a5e9aca63188e223b8996499cb6964b8c1", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36320, - "estimated_input_tokens": 9080, - "estimated_eval_tokens": 18416 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35182, + "estimated_input_tokens": 8796, + "estimated_eval_tokens": 17848 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items span many unrelated Transformers bugs across tokenizers, vision, quantization, training, and export. None of the soft pairs are close enough to be treated as the same underlying issue, so no soft merges are justified.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43873 is the best anchor among this set because it is still open, broadly framed, and has the strongest active discussion/inbound attention; it looks like a central user-facing runtime problem rather than a narrow edge-case report.", + "summary": "This cluster is heterogeneous: the soft pairs span unrelated tokenizer, model-loading, training, quantization, and image-processing bugs. No pair looks like the same underlying issue, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43873 is the best anchor only because it has the strongest discussion/inbound activity and is a broad, active bug report; however, it is not a true duplicate hub for the other items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most suitable global issue to keep as the representative triage target: it is active, broadly scoped, and likely to attract related quantization/offloading reports without being tied to a single model or test case.", + "best_issue_reason": "issue:43873 is the most suitable representative among otherwise unrelated issues due to breadth and engagement, but it should be treated as its own distinct bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Different problems: a dummy Conv2d implementation in Sam3PixelDecoder vs an RT-DETR memory release issue." - }, - { - "left": "issue:44186", - "right": "issue:45198", - "accept": false, - "reason": "Tokenizer crash on NER/batched padding is unrelated to Wav2Vec2 save_pretrained/tokenization failure." - }, - { - "left": "issue:44871", - "right": "issue:44977", - "accept": false, - "reason": "Different model families and failure modes: eos_token_id config mismatch vs flash-attention generation breakage." - }, - { - "left": "issue:43066", - "right": "issue:44462", - "accept": false, - "reason": "Both involve tokenization, but one is decoder-type selection and the other is AutoTokenizer ignoring tokenizer.json; not the same bug." - }, - { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:44451", + "right": "issue:45520", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "Both are import/load failures, but one is a local-path warning and the other is a Python 3.13 flash_attn KeyError; different code paths and symptoms." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading regression is a different code path from rope-parameter conversion TypeError." + "reason": "One is a Transformers v5 base_model_prefix loading regression; the other is a rope-validation TypeError on JSON-loaded lists. Not the same bug." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is not the same as quantized model saving failure." + "reason": "Both mention quantization, but one fails with FineGrainedFP8Config during Qwen3Moe loading and the other fails when saving quantized models. Different operations." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "MacOS bus error loading a CLIP model is unrelated to a SigLIP2 documentation example problem." + "reason": "Tokenizer-related, but one is a decoder-type change in v5 and the other is AutoTokenizer ignoring tokenizer.json. Different underlying problems." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "NoneType broadcast error in Trainer is not the same as OOM when using Adafactor with DeepSpeed." + "reason": "Trainer NoneType broadcast error versus Deepspeed Adafactor OOM; unrelated failures." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Trailing-slash import warning and quantization/offloading malfunction are different behaviors and likely different fixes." + "reason": "A trailing-slash local model import warning is unrelated to quantization/offloading behavior." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to void segmentation-map processing." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error for a CLIP model is not the same as documentation example errors for SigLIP2." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMV3 error messaging issue is unrelated to TrainerState num_input_tokens_seen not updating." + "reason": "LayoutLMv3 error messaging and TrainerState token-count updating are separate issues." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 bad outputs with AutoModel/pipeline do not match an RT-DETR memory reclamation bug." + "reason": "SigLIP2 bad outputs and RT-DETR memory release are different bugs in different subsystems." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch is a different architecture/config issue than DeepseekV3MoE divergence." + "reason": "torch.export compatibility with torch_compilable_check is unrelated to wav2vec2 save/tokenization failures." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to embedding dtype drift during eval." + "reason": "Qwen3 MoE weight-conversion problems and BF16-to-FP32 dtype drift are distinct issues." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "torch.export failure with torch_compilable_check is not the same as Wav2Vec2 serialization/tokenization failure." + "reason": "Different models and different defects: RoPE-layer dropping versus DeepSeekV3 implementation divergence." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings in mixed-length batching." + "reason": "Runtime special-token/post-processor updating is unrelated to Gemma3 NaN embeddings with sliding-window attention." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer mask-token registration/empty decode is not the same as AutoTokenizer failing to load a tokenizer class." + "reason": "BigBird special-token registration and FastSpeech2Conformer AutoTokenizer loading are both tokenizer issues but not the same failure." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-flow bugs." + "reason": "Eval-mode gradient checkpointing limitation is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor image-size mismatch for OmDet-Turbo is unrelated to RT-DETR memory release after deletion." + "reason": "Processor image-size mismatch and RT-DETR memory cleanup are separate bugs." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Missing Qwen2_5_VL export/import symbol is not the same as a generic dependency issue with transformers." + "reason": "ImportError for a specific Qwen2.5-VL class is not the same as a generic dependency issue." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence is unrelated to D-FINE auxiliary losses when denoising is off." + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMV3 error-message clarity and CLIP MacOS bus error are unrelated." + "reason": "LayoutLMv3 box-validation clarity and CLIP bus error on MacOS do not share a code path." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures do not match the GenerationMixin import error." + "reason": "Flash Attention 2 test failures are unrelated to the GenerationMixin import error." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels behavior is unrelated to Kosmos2.5 long OCR index errors." + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is a different path from Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are different model-path bugs." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "auto_docstring annotation handling and Gemma 4 processor loading/ReasoningEffort import failure are unrelated." + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer crashes are unrelated." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "reduce_labels returning one label vs LayoutLMv2Tokenizer NER/padding crash are different tokenizer/image-processor bugs." + "reason": "auto_docstring annotation handling and Gemma 4 processor import failure have no shared underlying bug." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation after align_special_tokens are unrelated." + "reason": "Qwen3.5 config propagation and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and embedding reinitialization on resize are separate defects." } ] }, @@ -8755,12 +8717,11 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ - "issue:29127", "issue:33290", "issue:34567", "issue:34689", @@ -8773,11 +8734,12 @@ "issue:43334", "issue:43381", "issue:43388", - "issue:43452", + "issue:43441", "issue:43525", "issue:43526", "issue:43531", "issue:43575", + "issue:43611", "issue:43646", "issue:43701", "issue:43723", @@ -8811,159 +8773,153 @@ ], "soft_pairs": [ "issue:43334|issue:43531", - "issue:29127|issue:35141", "issue:44442|issue:45072", - "issue:44977|issue:45245", "issue:42915|issue:43931", + "issue:44977|issue:45245", "issue:43526|issue:44857", - "issue:44464|issue:45491", "issue:42490|issue:43381", - "issue:43262|issue:44206", + "issue:44464|issue:45491", "issue:43575|issue:43701", + "issue:43262|issue:44206", "issue:43575|issue:44387", "issue:44743|issue:44811", "issue:43646|issue:44077", - "issue:43452|issue:45588", + "issue:43441|issue:45588", "issue:44062|issue:45907", "issue:43761|issue:44079", "issue:45003|issue:45440", "issue:43723|issue:45479", "issue:43232|issue:43388", - "issue:43316|issue:43525", "issue:44479|issue:45290", "issue:44442|issue:44898", - "issue:33290|issue:34689", "issue:33290|issue:34567", + "issue:33290|issue:34689", + "issue:43316|issue:43525", "issue:42490|issue:44743", - "issue:43761|issue:44188", - "issue:44442|issue:45803", "issue:33290|issue:35141", - "issue:43381|issue:43873" + "issue:44442|issue:45803", + "issue:43381|issue:43873", + "issue:43761|issue:44188", + "issue:34689|issue:43611" ], - "prepared_review_unit_hash": "013aa8bd52595f8814808f653eaa3dbd93cee35ab2c5f788cec5e7759ffb58e1", + "prepared_review_unit_hash": "8f5205f3cd04fbd03d9d0d293e9ee3dde2398426ef7e0f07caf72da168f215b5", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36518, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "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": "This cluster is mostly a grab-bag of distinct Transformers bugs. The soft pairs are only superficially similar, so I would reject all of them. The most representative issue is the broad v5 regression about custom model initialization, which best captures the cluster\u2019s recurring theme of breaking API/model-loading behavior.", - "confidence": 0.44, - "canonical_issue_reason": "issue:43646 is the broadest and most representative report: a Transformers 5.0.0 regression breaking custom model initialization, which aligns with several other v5-era loading/config/init complaints in the cluster.", + "summary": "The cluster is highly heterogeneous, with most items describing unrelated regressions across loading, generation, audio, vision, quantization, and training utilities. No soft pair looks like the same underlying bug/change under strict triage.", + "confidence": 0.91, + "canonical_issue_reason": "No strong canonical issue: the items are too diverse to share one underlying bug. If a representative issue is required, issue 43611 is the broadest v5 model-loading regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to stand in for the cluster because it describes a general framework-level regression rather than a model-specific symptom.", + "best_issue_reason": "Issue 43611 is the most broadly phrased and cluster-representative report, centered on a general Transformers 5.0.0 model-loading breakage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Different models and failure modes: missing pad_token_id during Qwen3-VL loading vs a sliding_window bug in Qwen3-MoE." + "reason": "Different model families and failures: missing pad_token_id for Qwen3-VL vs sliding_window behavior in Qwen3-MoE." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Unrelated subsystems: layoutlmv3 error messaging vs token embedding resizing/post_init reinitialization." + "reason": "Tokenizer loading failure vs bfloat16 dtype mismatch in inference; unrelated code paths and symptoms." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Tokenizer loading failure vs bfloat16 dtype mismatch in inference; no shared code-path bug." + "reason": "Different problems: FP8 config failure for Qwen3-MoE vs weight-shape mismatch loading a Qwen3-VL model." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue and a categories-cardinality error are unrelated." + "reason": "Flash-attention generation regression and category-count limit error are unrelated." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Both involve Qwen3-family models, but one is FineGrainedFP8Config handling and the other is weight-shape mismatch loading; different bugs." + "reason": "Label reduction bug in an image processor vs AMP/CUDA loss crash; not the same bug." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "ImageProcessor reduce_labels bug and AMP/CUDA loss crash are distinct code paths." + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are different issues." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled chunked generation inconsistency is not the same bug as Gemma3 sliding-window NaN embeddings." + "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings from sliding-window padding; different root causes." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." + "reason": "OOM during tensor-parallel model load is unrelated to checkpoint resume key mismatch." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio sampling-rate defaulting and unsupported center argument in a feature extractor are separate preprocessing bugs." - }, - { - "left": "issue:43575", - "right": "issue:43701", - "accept": false, - "reason": "Tensor-parallel OOM on model load vs resume_from_checkpoint key mismatch are unrelated." + "reason": "Audio chat-template sampling-rate default mismatch vs unsupported center argument in a feature extractor." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is load-time TP OOM and the other is int4 quantization memory reservation growth; not the same bug." + "reason": "Both mention OOM, but one is TP load OOM and the other is increased reserved memory under int4 quantization; not the same concrete bug." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3_5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "Recurrent-state reset in Qwen3.5-MoE is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Broad custom-init regression and a model-specific post_init policy issue are not the same underlying bug." + "reason": "Both touch initialization, but one is a broad custom-model-init regression and the other is a specific optional post_init policy for patchtsmixer." }, { - "left": "issue:43452", + "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "gguf_file/pretrained loading breakage is unrelated to flash_attention s_aux=None failure." + "reason": "Both involve FlashAttention, but one is a Ministral-3 regression and the other is an AttributeError on sink-less models; different failures." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are unrelated." + "reason": "AddedToken keyword collision and list_repo_files revision forwarding are unrelated API bugs." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel not returning hidden_states and ModelOutput key assignment semantics are different bugs." + "reason": "Hidden-states not returned from CLIPVisionModel forward is not the same as ModelOutput key assignment when a key was previously None." }, { "left": "issue:45003", @@ -8975,73 +8931,85 @@ "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading regression and degenerate zero-loss classification behavior are unrelated." + "reason": "Tokenizer-loading regression and zero-loss classification behavior are unrelated." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs synchronization and metric-label truncation are different parts of the training loop." - }, - { - "left": "issue:43316", - "right": "issue:43525", - "accept": false, - "reason": "Both are config API issues, but one is a Gemma3TextConfig discrepancy and the other is a missing pad_token_id on Llama4Config; not the same bug." + "reason": "Generation kwargs update after sync_gpus and metric-gathering label truncation are different subsystems and bugs." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression in Qwen VL models and chat-template crashes on tool-call assistant messages are unrelated." + "reason": "Video-input regression for Qwen models and chat-template tokenization crash with tool calls are distinct issues." }, { "left": "issue:44442", - "right": "issue:44898", + "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and Perceiver non-default-resolution image classification failure do not share a code path." + "reason": "FastSpeech2ConformerTokenizer loading failure and Fuyu tensor conversion swallowing errors are unrelated." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Adafactor/deepspeed OOM is unrelated to Llama 3.2 Vision model-loading breakage." + "reason": "Eval-mode gradient checkpointing restriction and quantization offloading behavior are not the same bug." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "OOM in optimizer/deepspeed and TrainerState token-count tracking are unrelated." + "reason": "Deepspeed Adafactor OOM is unrelated to TrainerState token counting not updating." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Import warning on local paths and Qwen recurrent-state reset are unrelated." + "reason": "OOM with Adafactor/Deepspeed and Llama 3.2 Vision model loading breakage are different failures." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Missing hidden_states output and torch.compile attention-kernel divergence are different bugs." + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are similar in theme only, but not the same concrete bug." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Tokenizer loading failure and bare except swallowing errors in FuyuBatchFeature are unrelated." + "reason": "Local-path warning and Qwen3.5 recurrent-state reset are unrelated." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer OOM and embedding reinitialization after resize are unrelated." + "reason": "OOM in optimizer/Deepspeed and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and broad exception handling in FuyuBatchFeature are different code paths." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient-checkpointing eval restriction and quantization/offloading behavior are different issues." + "reason": "Gradient checkpointing in eval mode and quantization offloading issues are distinct." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both concern loading regressions, but one is a specific model failure and the other is a broad base_model_prefix change; not the same bug." } ] }, @@ -9060,10 +9028,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:16998", "issue:22355", @@ -9084,7 +9052,6 @@ "issue:43540", "issue:43550", "issue:43606", - "issue:43611", "issue:43643", "issue:43701", "issue:43716", @@ -9101,6 +9068,7 @@ "issue:44479", "issue:44496", "issue:44514", + "issue:44534", "issue:44617", "issue:44792", "issue:44855", @@ -9115,224 +9083,224 @@ "issue:45759" ], "soft_pairs": [ - "issue:34689|issue:43611", "issue:43720|issue:44442", "issue:44077|issue:44479", - "issue:43931|issue:45216", "issue:43493|issue:43827", + "issue:43931|issue:45216", "issue:42907|issue:45698", + "issue:34689|issue:36010", "issue:43316|issue:45759", "issue:41628|issue:45372", - "issue:34689|issue:36010", "issue:33290|issue:36331", "issue:43749|issue:43931", "issue:43873|issue:44871", "issue:43643|issue:44913", "issue:44190|issue:44496", "issue:44855|issue:45137", - "issue:43316|issue:44877", - "issue:43065|issue:44617", - "issue:43540|issue:44514", "issue:25251|issue:28282", + "issue:43540|issue:44514", + "issue:43316|issue:44877", "issue:43295|issue:43825", "issue:44162|issue:44792", + "issue:43065|issue:44617", "issue:43316|issue:43716", "issue:43404|issue:43441", "issue:43550|issue:43701", - "issue:16998|issue:22355", "issue:43606|issue:43701", + "issue:16998|issue:22355", + "issue:44077|issue:44534", "issue:44871|issue:45584" ], - "prepared_review_unit_hash": "46a5fdb5a21cf10ab5b0037bc53246316a0f10a43b9e067b16e95e3b8524c2b8", + "prepared_review_unit_hash": "10a81ea272afa4b1754a7251eac80a4ad896afcef214f3febcc25c7ec8dc6712", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35685, - "estimated_input_tokens": 8922, - "estimated_eval_tokens": 18100 + "serialized_chars": 35668, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs are only superficially similar by subsystem (loading, configs, processors, saving/loading), but they describe different concrete bugs or regressions. No soft edge looks mergeable as a single duplicate/fix, and there are no PRs in the set.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical duplicate exists because the items span many unrelated issues; if one anchor is needed, #43749 is the strongest representative due to broad impact, discussion, and inbound references.", + "summary": "This cluster is noisy and mostly contains unrelated Transformers issues around loading, configs, processors, and runtime regressions. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43749 is the broadest, highest-engagement report in the set and best matches the cluster\u2019s recurring loading/offloading/runtime-regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "#43749 is the best issue to keep as the cluster anchor because it has the clearest regression framing and the most cross-links/activity.", + "best_issue_reason": "issue:43749 is the most representative single issue here because it is broad, active, and close to the dominant loading/offloading failures represented across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:34689", - "right": "issue:43611", - "accept": false, - "reason": "Both are model-loading import failures, but one is a version-specific Llama 3.2 vision breakage and the other is a generic base_model_prefix loading regression; different code paths." - }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "One is an accelerate loading/unpacked-weights problem, the other is AutoTokenizer failing to load a specific tokenizer class; unrelated failures." + "reason": "Different failures: BitNet packed-weight loading vs tokenizer class loading." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init handling and Qwen video-input regression are different models and different bug surfaces." + "reason": "Unrelated models/code paths: patchtsmixer post_init policy vs Qwen video regression." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Both involve loading/saving models, but one is a weight-shape mismatch on load and the other is an incorrect checkpoint saved by save_pretrained; not the same fix." + "reason": "SigLIP2 implementation mismatch is unrelated to pipeline v5 docs/removal references." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "SigLIP2 implementation drift is unrelated to docs still mentioning pipeline() after v5 removals." + "reason": "Both are Qwen model-loading issues, but one is weight-shape mismatch and the other is save_pretrained checkpoint correctness; not the same bug." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Dequantized saving failure and wrong custom-module resolution after save_pretrained are both save/load related but are different underlying bugs." + "reason": "Save/dequantization failure is a different problem from loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 model loading regression is unrelated to the GenerationMixin import error." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and Qwen multimodal text_config unwrapping are separate config-handling problems." + "reason": "Both involve config handling, but Gemma3TextConfig API mismatch and Qwen composite-config unwrapping are distinct issues." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "Missing AutoImageProcessor import and missing ReasoningEffort import from mistral_common are distinct import/dependency issues." - }, - { - "left": "issue:34689", - "right": "issue:36010", - "accept": false, - "reason": "Both are import errors, but one is a specific model regression and the other is a missing GenerationMixin export; not one bug." + "reason": "Different import failures for different symbols and packages." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "AdaFactor OOM under DeepSpeed and CustomTrainer.compute_loss signature mismatch are unrelated training issues." + "reason": "DeepSpeed/Adafactor OOM is unrelated to CustomTrainer.compute_loss signature breakage." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "CPU RAM efficient loading and Qwen3-VL weight-shape mismatch both occur during loading, but they are different failure modes and fixes." + "reason": "FSDP CPU RAM-efficient loading failure is a different code path from Qwen3-VL shape mismatches." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantized offloading behavior and Gemma-3 eos_token_id config inconsistency are unrelated." + "reason": "Quantized offloading behavior and Gemma eos_token_id inconsistency are unrelated." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct resetting on reload are separate config serialization issues." + "reason": "trust_remote_code field loss is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "A local dataset loading problem in an example script is unrelated to an unrecognized model/config loading error." + "reason": "Dataset-loading example failure is unrelated to an unrecognized custom model/config error." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque error are different runtime failures." - }, - { - "left": "issue:43316", - "right": "issue:44877", - "accept": false, - "reason": "Gemma3TextConfig API mismatch and strict granite_speech config loading are not the same underlying issue." + "reason": "Python 3.13 JIT parsing/import error is unrelated to DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "A dummy Conv2d implementation in Sam3PixelDecoder and Sam3Video CUDA OOM are different problems; one is architecture/stub behavior, the other is memory usage." + "reason": "Pipeline output shape change is unrelated to missing PyTorch import." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are processor/input handling bugs, but they affect different Qwen model families and different input paths." + "reason": "Different multimodal/video processor failures in different models and call sites." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "Pipeline top_k nesting behavior and missing PyTorch import error are entirely unrelated." + "reason": "Both are config-related, but Gemma3TextConfig API inconsistency and granite_speech strict-config loading are different problems." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "A regression in processor.tokenizer/image passing is not the same as a docs/error-message mismatch about pipeline translation support." + "reason": "Processor.tokenizer regression is unrelated to pipeline translation error messaging." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 loading breakage and a janus image-generation test failure do not share the same bug or fix." + "reason": "ESM2 model breakage is unrelated to a janus image-generation test failure." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue is unrelated to Sam3Video CUDA OOM." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are different multimodal config issues." + "reason": "Gemma3TextConfig API discrepancy is different from a dtype mismatch between image preprocessor and model." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Missing lm_head tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different concrete defects." + "reason": "Weight tying bug and FlashAttention regression affect related models but not the same concrete failure." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." + "reason": "torch.compile/SDPA failure is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx module import are unrelated." + "reason": "Model max length question is unrelated to a transformers.onnx import error." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are different loading/runtime issues." + "reason": "patchtsmixer post_init policy is unrelated to non-persistent buffer initialization in v5." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency and Whisper empty-transcription failure after align_special_tokens are different model-specific bugs." + "reason": "Gemma eos_token_id inconsistency is unrelated to Whisper empty-transcription generation failure." } ] }, @@ -9351,10 +9319,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:32090", "issue:35141", @@ -9378,7 +9346,6 @@ "issue:43931", "issue:43994", "issue:44060", - "issue:44077", "issue:44190", "issue:44242", "issue:44464", @@ -9406,238 +9373,231 @@ "issue:46050" ], "soft_pairs": [ - "issue:43673|issue:44743", - "issue:44077|issue:44534", "issue:42617|issue:43575", - "issue:41950|issue:43475", + "issue:43673|issue:44743", "issue:43575|issue:43742", + "issue:41950|issue:43475", + "issue:43388|issue:43688", "issue:43295|issue:44871", "issue:43761|issue:44479", - "issue:43388|issue:43688", "issue:43452|issue:44496", "issue:45127|issue:45200", "issue:44871|issue:46050", "issue:43646|issue:44913", "issue:43504|issue:45698", "issue:32090|issue:35141", - "issue:44617|issue:45584", "issue:44734|issue:45406", + "issue:44617|issue:45584", "issue:45563|issue:45584", - "issue:43525|issue:43531", "issue:43761|issue:44242", - "issue:43931|issue:44060", + "issue:43525|issue:43531", "issue:44792|issue:44977", - "issue:43906|issue:45290", + "issue:43931|issue:44060", "issue:44479|issue:44734", + "issue:43906|issue:45290", "issue:44464|issue:45563", "issue:44190|issue:44964", + "issue:43827|issue:43994", "issue:44534|issue:44913", "issue:44792|issue:45600", - "issue:43827|issue:43994", "issue:44521|issue:45381" ], - "prepared_review_unit_hash": "601cfc01bf1c5b3364fa6d9377d018fda4d3a69ecc74b7972fff2b6763075bd5", + "prepared_review_unit_hash": "7cb26f52c7bab59ca09bdadc1c7672ad76fa8e08e8a622aa2dd750a1e14b531f", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36538, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35676, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are heterogeneous and do not form a duplicate cluster. None of the soft pairs describe the same underlying bug or fix, so all soft edges are rejected. The most representative issue is the open multimodal chat-template regression in apply_chat_template.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 44521 is the clearest, most actionable bug in the set: it is open, narrowly scoped, and has a concrete multimodal reproduction with user impact.", + "summary": "The cluster is thematically loose and mostly contains unrelated issue reports; none of the proposed soft pairs look like true duplicates or the same fix. All soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "There is no single clear canonical duplicate target because the items span many different subsystems and root causes. If one representative issue is needed, issue:45698 is the broadest high-signal loader/save-load regression in the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best standalone issue to anchor the cluster because it is current, specific, and tied to a reproducible API regression.", + "best_issue_reason": "issue:45698 is the best representative issue because it has broad impact, strong discussion activity, and captures a common save/load custom-module failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Both involve caching, but one is a missing GenerationMixin cache in chunked prefill and the other is recurrent states resetting in modular Qwen3.5; different code paths and symptoms." + "reason": "Both are runtime failures, but one is a 3D parallel script failure and the other is an OOM when loading a large Qwen model with tensor parallelism; different code paths and causes." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Optional post_init support in patchtsmixer is unrelated to junk-filled non-persistent buffers in v5; no shared bug mechanism." + "reason": "Both involve cache behavior, but one is a GenerationMixin cache regression in chunked prefill while the other is recurrent-state reset logic in modular Qwen3.5; not the same bug." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "3d_parallel launch failure and TP OOM on Qwen2-57B are different problems, with different models and failure modes." + "reason": "Tensor-parallel OOM on a large model is unrelated to a KeyError while loading MobileLLM-125M; different failure modes." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Pipeline processor lookup for video classification is unrelated to a SAM3 video attribute error." + "reason": "Both are vision/video-adjacent, but one is a processor-selection bug in a pipeline and the other is a missing attribute on a SAM3 output object; not the same underlying issue." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "TP-induced OOM on a large Qwen model is not the same as a key error when loading MobileLLM-125M." + "reason": "One drops label elements during gather_for_metrics; the other is auxiliary-loss normalization in MoE models. Different training bugs." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer access regression and eos_token_id config mismatch are distinct issues in different subsystems." + "reason": "A regression in custom model code accessing processor.tokenizer is unrelated to an eos_token_id config inconsistency in Gemma-3." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Missing hidden_states in CLIPVisionModel is unrelated to a Qwen video-input regression." - }, - { - "left": "issue:43388", - "right": "issue:43688", - "accept": false, - "reason": "Metric gathering drops tuple labels; auxiliary-loss normalization is a separate training-loss bug." + "reason": "Both are model forward regressions, but they affect different models and different multimodal/video code paths; not mergeable as one fix." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading failure and missing model_type in config are different model-loading failures." + "reason": "Both concern model loading, but one is gguf_file handling for AutoTokenizer/AutoModel and the other is missing model_type in config.json; different root causes." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 token-type defaults for text-only fine-tuning." + "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4\u2019s mm_token_type_ids defaulting problem." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "EOS token config inconsistency is not the same as quantized model breakage after save_pretrained/from_pretrained." + "reason": "An eos_token_id config mismatch is not the same as broken sinq quantization serialization across save_pretrained/from_pretrained." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage in Transformers 5 and rotary_pct reload drift are unrelated config/init problems." + "reason": "A broad Transformers 5.0 custom-init breakage is not the same as GPTNeoXConfig rotary_pct not persisting on reload." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy field blocking BEiT preset loading and wrong custom module resolution after save/load are different loader failures." + "reason": "Both are loading-related, but one fails on a legacy field in a preset while the other loads the wrong custom module after save/load; distinct bugs." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast TypeError and output embedding reinitialization after resize are unrelated bugs." - }, - { - "left": "issue:44617", - "right": "issue:45584", - "accept": false, - "reason": "SAM3 video OOM and Whisper empty-transcription failure after token alignment are different failure classes." + "reason": "Trainer GPU broadcast NoneType error and post_init reinitializing output embeddings are unrelated." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache tensor indexing crash in serve and missing _tokenizer on Gemma4Processor are different server regressions." + "reason": "One is KV-cache continuation indexing in serve; the other is Gemma4Processor missing _tokenizer in serve. Same surface area, different defects." }, { - "left": "issue:45563", + "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "A stale warning about num_return_sequences is not the same as a crash on empty transcription." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper failing on empty transcription after align_special_tokens." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and sliding_window behavior in Qwen3-MoE are unrelated configuration issues." + "reason": "A stale warning for num_return_sequences is not the same as a generation crash on empty transcription." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states omission and load-balancing loss omission are separate model behaviors." + "reason": "CLIPVision hidden_states regression and missing load-balancing loss are different model behaviors and code paths." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL weight shape mismatch is unrelated to the incorrect tied-weights warning in Qwen3-Next." + "reason": "Missing pad_token_id in Llama4Config is unrelated to a sliding_window issue in Qwen3-MoE." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "A janus image-generation test failure and a Qwen3.5 flash-attention generation bug are not the same code-path problem." + "reason": "A janus image-generation test failure is not the same as Qwen3.5 flash-attention generation producing bad outputs." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "An isolated reproduction of another issue is too underspecified to match the apply_chat_template tool-call crash confidently." + "reason": "Shape-mismatch loading Qwen3-VL weights and incorrect tied-weights warning in Qwen3-Next are different issues." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in Qwen VL models and serve KV-cache indexing crash are different failures." + "reason": "Video-input regression in Qwen2.5-VL/Qwen3-VL is unrelated to serve-side KV-cache continuation indexing." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as a crash in apply_chat_template with tool-call assistant messages." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Inconsistent generated outputs under compiled forward and a stale warning about num_return_sequences are unrelated." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to loading the Phi-4 multimodal model." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Local dataset loading in a no-trainer script and model loading for Phi-4 multimodal are different issues." + "reason": "Docs still referencing pipeline() and a model producing nonsensical outputs under AutoModel/pipeline are not the same bug." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization bug and GPTNeoXConfig rotary_pct reload drift do not share a concrete fix." + "reason": "Non-persistent buffers being filled with junk and a config value reverting on reload are both persistence-related but not the same defect." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A janus test failure is not the same as stale auto_mappings references to removed Sam3LiteText configs." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsense with pipeline are not the same bug." + "reason": "A janus test failure and auto_mappings.py referencing removed Sam3LiteText configs are unrelated." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids in Qwen2.5-VL video input are different multimodal regressions." + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids for qwen2.5-vl video input are distinct multimodal bugs." } ] }, @@ -9656,10 +9616,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:35141", "issue:36246", @@ -9681,6 +9641,7 @@ "issue:43976", "issue:44016", "issue:44077", + "issue:44079", "issue:44112", "issue:44190", "issue:44220", @@ -9691,7 +9652,6 @@ "issue:44734", "issue:44737", "issue:44855", - "issue:44877", "issue:44913", "issue:44933", "issue:44938", @@ -9711,238 +9671,232 @@ "issue:46121" ], "soft_pairs": [ - "issue:44855|issue:45588", "issue:41720|issue:45245", - "issue:44933|issue:45362", + "issue:44855|issue:45588", "issue:43065|issue:44610", + "issue:44933|issue:45362", "issue:35141|issue:42490", - "issue:45127|issue:45357", "issue:43335|issue:44855", + "issue:44077|issue:44079", "issue:43550|issue:44190", - "issue:44077|issue:44877", - "issue:43644|issue:44913", "issue:43976|issue:44855", "issue:44737|issue:45803", - "issue:44462|issue:45907", + "issue:43644|issue:44913", + "issue:45127|issue:45357", "issue:43540|issue:44734", - "issue:44938|issue:45542", + "issue:44462|issue:45907", "issue:44112|issue:45600", + "issue:44938|issue:45542", "issue:43335|issue:44190", "issue:46082|issue:46121", "issue:39692|issue:44190", "issue:44496|issue:45803", - "issue:36246|issue:41628", "issue:45276|issue:45584", - "issue:43479|issue:45375", + "issue:36246|issue:41628", "issue:43295|issue:45276", + "issue:43479|issue:45375", "issue:43650|issue:44220", "issue:45245|issue:45584", "issue:36246|issue:38617", "issue:41950|issue:44016", "issue:42175|issue:44279" ], - "prepared_review_unit_hash": "2335c4643f6bbf64af13d7eed1503f9728067f02005b6b39e96e327e03ab31f6", + "prepared_review_unit_hash": "85e8fdcc6b186b9c3e01b0fee8ca1585cba8aa85012b4d9b2ff36cf7ec145854", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36526, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "serialized_chars": 36544, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster: the only mildly related items are the two token-embedding resize reports, but they still look like separate bugs. I reject all soft edges as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "issue:35141 is the clearest, most general report in the only near-related embedding-resize family, so it is the best canonical issue candidate here.", + "summary": "This cluster is mostly a grab bag of unrelated Transformer issues: import/export regressions, model-specific config bugs, docs problems, and runtime failures. None of the soft pairs look like true duplicates; the only close thematic area is token-embedding resizing, but even there the bugs differ in model and failure mode.", + "confidence": 0.94, + "canonical_issue_reason": "If one issue must serve as the representative, issue 35141 is the clearest broadly-scoped bug report: it describes a concrete resize_token_embeddings/post_init regression with a well-defined failure mode. It is the most reusable anchor in the set, even though the overall cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:35141 is the strongest duplicate target among these issues because it describes the underlying bug generically and specifically.", + "best_issue_reason": "Issue 35141 is the best overall issue to represent the cluster because it is specific, technically actionable, and closest to another embedding-resize report without being over-specific to one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Different failures in different code paths: Python parsing/import-time error vs flash-attention runtime attribute error." - }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Unrelated bugs: Qwen3 device-mapping CUDA assert vs category-count limit validation." + "reason": "Different subsystems and failures: Qwen3 device-mapping CUDA assert vs an unrelated category-cardinality runtime error." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Both involve Qwen-related issues, but one is a missing import and the other is a chat/model crash; no same bug." + "reason": "One is a Python 3.13 import/parsing problem, the other is a flash-attention runtime AttributeError; no shared code path." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Different subsystems and symptoms: SAM3 pixel decoder dummy layer vs OmDet processor image-size mismatch." + "reason": "Sam3 pixel decoder dummy layer vs OmDet-Turbo input-size mismatch are unrelated model-specific issues." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Embedding resize/post_init bug vs local-path trailing-slash import warning; no overlap in underlying behavior." + "reason": "Import/export cleanup in image_utils is unrelated to a Qwen3.5 chat crash." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "LoRA/vocab collapse on tied embeddings is unrelated to Qwen3.5 visual encoder save_pretrained key handling." + "reason": "Token-embedding reinitialization bug and trailing-slash local-model import warning are unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers config construction bug vs DeBERTaV2 import parsing error; unrelated." - }, - { - "left": "issue:43550", - "right": "issue:44190", - "accept": false, - "reason": "Qwen3 SDPA/auto-device-map CUDA crash vs local dataset loading failure in an example script." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the DebertaV2 import parse failure." }, { "left": "issue:44077", - "right": "issue:44877", + "right": "issue:44079", "accept": false, - "reason": "Both touch config handling, but one is about optional post_init on patchtsmixer and the other about strict granite_speech loading." + "reason": "Optional post_init handling in patchtsmixer and ModelOutput key assignment are different bugs in different areas." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Non-persistent buffer initialization bug vs GPTNeoX rotary_pct reload regression; different code paths." + "reason": "torch.compile/SDPA failure in Bamba and dataset-loading failure in an example script are not the same underlying issue." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python-version compatibility issue vs PyTorch JIT parsing/import problem; unrelated." + "reason": "Python version support regression and a JIT parsing indentation error are distinct problems." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device-placement bug vs Fuyu batch conversion exception handling; different components and fixes." + "reason": "XLNet device placement bug and a bare-except error handler are unrelated." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are different serialization/config issues." + }, + { + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files forwarding revision." + "reason": "LoRA vocabulary-merging collapse and incorrect visual-encoder keys on save_pretrained are not the same bug." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Video input processing error in Qwen3OmniMoe vs KV-cache indexing crash in transformers serve." + "reason": "Video input processing failure in Qwen3OmniMoe and KV-cache tensor-indexing crash in transformers serve are unrelated." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Python 3.14 import/load failure vs backend dependency install issue; not the same bug." + "reason": "Tokenizer.json loading behavior and list_repo_files revision forwarding are separate API bugs." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Separate CI failures in different models/files; no shared failing code path." + "reason": "A stale CI test and removed auto_mappings references are different CI breakages." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "SwitchTransformers config bug and dataset-loading example failure are unrelated." + "reason": "Python 3.14 import failure and missing TensorFlow backend wiring are unrelated environment/dependency issues." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Different config-validation problems: explicit head_dim rejection vs rope-validation list typing." + "reason": "LlamaConfig head_dim validation and rope-parameter JSON-list handling are different validation bugs." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Documentation/example errors in SigLIP2 vs local dataset loading failure; not duplicate issues." + "reason": "SigLIP2 documentation mistakes and local dataset loading failure are not the same change or bug." }, { "left": "issue:44496", "right": "issue:45803", "accept": false, - "reason": "Model-type config resolution error vs broad exception swallowing; different underlying problems." - }, - { - "left": "issue:36246", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols/modules and different root causes." + "reason": "Unrecognized model/config loading and the Fuyu batch-feature exception handler bug are unrelated." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 token-resize/output-embedding behavior vs Whisper empty transcription after token alignment; unrelated." + "reason": "Gemma4 resize_token_embeddings behavior and Whisper empty-transcription handling do not share a code path." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Different config defaults/strictness bugs in different models; no shared code path." + "reason": "Different missing exports from different modules; both are import errors but not the same underlying breakage." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Gemma4 resize_token_embeddings/output_embeddings behavior." + "reason": "Processor/tokenizer regression and Gemma4 embedding-resize behavior are separate API regressions." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but they concern different fields and different model families." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Placeholder issue title vs fbank feature extraction bug; no substantive overlap." + "reason": "Placeholder issue text and a feature-extraction bug are unrelated." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-limit runtime error vs Whisper empty-transcription failure; unrelated." + "reason": "Category-count limit error and Whisper transcription failure are unrelated." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but for entirely different missing APIs and packages." + "reason": "Two different ImportErrors from different missing symbols and modules; not the same bug." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline bug vs notebook syntax error; unrelated." + "reason": "Video pipeline processor mismatch and a notebook syntax error are entirely different problems." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Dependency/backend installation issue vs generic dependency issue without evidence of the same root cause." + "reason": "Missing TensorFlow in the torch extra and a generic dependency issue are not the same concrete bug." } ] }, @@ -9961,10 +9915,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:38175", "issue:42490", @@ -9976,6 +9930,8 @@ "issue:43381", "issue:43404", "issue:43441", + "issue:43479", + "issue:43525", "issue:43526", "issue:43531", "issue:43643", @@ -10008,15 +9964,14 @@ "issue:45357", "issue:45446", "issue:45584", - "issue:45588", "issue:45593", "issue:45600", "issue:45632", "issue:45759" ], "soft_pairs": [ - "issue:44683|issue:45446", "issue:44186|issue:44734", + "issue:44683|issue:45446", "issue:44246|issue:45003", "issue:44016|issue:44220", "issue:43404|issue:45216", @@ -10032,230 +9987,230 @@ "issue:42490|issue:45632", "issue:43531|issue:45600", "issue:43295|issue:45335", - "issue:43673|issue:44336", - "issue:43441|issue:45588", "issue:43526|issue:43901", - "issue:44016|issue:44062", + "issue:43673|issue:44336", "issue:44496|issue:45042", - "issue:43824|issue:44933", + "issue:44016|issue:44062", "issue:43335|issue:45593", + "issue:43824|issue:44933", "issue:43299|issue:45216", "issue:44075|issue:44368", "issue:43976|issue:44279", - "issue:43901|issue:44496", "issue:43381|issue:45593", - "issue:44496|issue:45759", + "issue:43901|issue:44496", "issue:45335|issue:45584", - "issue:43299|issue:45357" + "issue:44496|issue:45759", + "issue:43299|issue:45357", + "issue:43479|issue:43525" ], - "prepared_review_unit_hash": "f2f69b2de50ba59639296158eec983e12e125bf9ca23ff676227499086dcfbf8", + "prepared_review_unit_hash": "2f9793b2a88d43a07c6557c3b7366fd9a2926a66e37035a9e5b963cb7c9e9633", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36684, - "estimated_input_tokens": 9171, - "estimated_eval_tokens": 18598 + "serialized_chars": 37246, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are distinct model-loading, config, tokenizer, or docs/test regressions rather than duplicates. No soft-edge pair looks safe to merge.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43824 has the strongest activity and external references, making it the best representative of this mixed set, though the cluster is not a true duplicate group.", + "summary": "These look like a collection of unrelated Transformers bugs, mostly centered on model-loading, config, tokenizer, and backend regressions; none of the soft pairs appear to be the same concrete issue, so I rejected them all.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43824 is the strongest representative issue here: it is a concrete user-facing API import failure with multiple inbound references and broad impact, while still being narrowly scoped and easy to triage.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43824 is the most substantial standalone report here (highest discussion and inbound references), so it is the best issue to keep as the cluster representative.", + "best_issue_reason": "issue:43824 is the best overall issue candidate because it is specific, reproducible, and already shown to affect downstream users via references; it is a cleaner canonical target than broader or more ambiguous regressions in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Both touch flex_attention, but they describe different bugs: torch>=2.9 compilation failure vs a bad version check for AuxRequest import." + "reason": "Different subsystems and failures: tokenizer NER/padding crash vs server KV-cache continuation indexing bug." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Different subsystems and failure modes: tokenizer NER/padding crash vs KV-cache continuation indexing in serve." + "reason": "Both mention flex_attention, but one is a torch>=2.9 compiled-kernel failure and the other is an import/version-check bug; not the same fix." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "One is intermittent import slowness; the other is unsafe sys.modules access. Related area, but not the same bug." + "reason": "Possible loose relation to import behavior, but one is slow imports and the other is unsafe sys.modules access; too indirect to treat as the same bug." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error and an audio feature extraction issue are unrelated." + "reason": "Notebook syntax error and audio feature extraction issue are unrelated." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different models and different save/tie-weight problems; not the same underlying regression." + "reason": "Both involve saving or weight tying, but they concern different models and different failure modes." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Completely different models and code paths; no shared bug." + "reason": "Completely different models and code paths." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "KV-cache indexing in serve is unrelated to local trust_remote_code cache-path collisions." + "reason": "Both use cache terminology, but one is KV-cache continuation indexing and the other is local trust_remote_code cache-path collision." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve config loading, but one is missing fields with trust_remote_code while the other is an unrecognized model_type error." + "reason": "Both are config/loading issues, but one is missing fields with trust_remote_code and the other is an unrecognized model/config.json problem." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Different trust_remote_code-related regressions with different mechanisms and symptoms." + "reason": "Different trust_remote_code regressions affecting different mechanisms." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "A model load failure and a broken auto_mappings CI reference are not the same bug." + "reason": "Both are model-loading/CI failures, but they target different models and different broken references." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." + "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 model loading." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-specific loading failures with no evidence of the same root cause." + "reason": "Separate models and separate loading failures." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "One is a Python version compatibility problem; the other is a model-loading regression in 5.1.0." + "reason": "Version-support breakage is not the same as a specific model-loading failure." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral, but saving dequantized weights and FlashAttention loading failures are different problems." + "reason": "Same broad Ministral family, but saving dequantized weights and FlashAttention loading are different code paths." }, { "left": "issue:42490", "right": "issue:45632", "accept": false, - "reason": "Trailing-slash local-path warning and leaf-directory cache collisions are different path-handling bugs." + "reason": "Both involve local paths, but one is a trailing-slash import warning and the other is a cache collision between same leaf names." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a removed Sam3LiteText config reference are unrelated." + "reason": "Different issues in different models; no shared concrete bug." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and t5gemma embedding resize behavior are different code paths." + "reason": "Processor/tokenizer regression and embedding resize propagation bug are unrelated." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Generation cache behavior and ANSI-colored loading_report output are unrelated." + "reason": "Image-processor label reduction bug vs pipeline docs mismatch; not the same issue." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Both are in flash_attention, but one is a model-specific FlashAttention failure and the other is a sink-less-model AttributeError." + "reason": "Generation cache regression and ANSI logging cleanup are unrelated." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to a pipeline docs mismatch." + "reason": "Model config loading failure vs image-processor torchvision dependency regression." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + "reason": "Notebook syntax error and tokenizer keyword-argument error are unrelated." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Config/model_type loading error and unnecessary torchvision dependency for PIL image processors are different issues." + "reason": "Different models and different training/configuration bugs." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing model export and missing image_utils export are both import problems, but they are distinct symbols and code paths." - }, - { - "left": "issue:43335", - "right": "issue:45593", - "accept": false, - "reason": "Sparse-layer config creation and missing auxiliary losses are unrelated model-behavior bugs." + "reason": "Both are import-related, but they concern different missing symbols and different modules." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Model loading for Qwen3VL-MoE and incorrect save_pretrained checkpoints for Qwen3.5 are different regressions." + "reason": "Different Qwen model families and different regressions: loading vs save_pretrained output." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD args and a tie_word_embeddings warning are not the same problem." + "reason": "Optimizer-arg handling and tie_word_embeddings warning are not the same code-path problem." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Documentation mismatch and an unrecognized model config error are unrelated." + "reason": "Docs/behavior mismatch for a pipeline is unrelated to an unrecognized-model config error." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different issues." + "reason": "Embedding resize bug and Whisper empty-transcription generation bug are different." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both are config-related, but one is missing model_type and the other is failing to unwrap text_config for composite multimodal configs." + "reason": "Both touch config loading, but one is missing model_type and the other is composite text_config unwrapping; distinct fixes." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "T5Gemma embedding resize and Whisper empty-transcription generation are unrelated regressions." + "reason": "Different configs and different attributes; no shared underlying bug." } ] }, @@ -10274,10 +10229,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:33290", "issue:38175", @@ -10289,10 +10244,9 @@ "issue:43317", "issue:43441", "issue:43450", - "issue:43479", - "issue:43525", "issue:43577", "issue:43650", + "issue:43653", "issue:43854", "issue:43901", "issue:43976", @@ -10306,7 +10260,9 @@ "issue:44466", "issue:44521", "issue:44617", + "issue:44623", "issue:44683", + "issue:44749", "issue:44779", "issue:45020", "issue:45081", @@ -10314,10 +10270,10 @@ "issue:45216", "issue:45276", "issue:45278", - "issue:45290", "issue:45325", "issue:45405", "issue:45542", + "issue:45593", "issue:45600", "issue:45656", "issue:45712", @@ -10328,22 +10284,21 @@ "issue:46132" ], "soft_pairs": [ - "issue:43479|issue:43525", - "issue:44351|issue:45278", - "issue:44242|issue:45200", "issue:44521|issue:45325", + "issue:44242|issue:45200", + "issue:44351|issue:45278", "issue:41950|issue:45020", - "issue:44683|issue:45542", - "issue:43577|issue:45216", - "issue:41950|issue:45823", "issue:44779|issue:45812", - "issue:38175|issue:44617", + "issue:41950|issue:45823", + "issue:43577|issue:45216", "issue:43976|issue:45405", + "issue:44683|issue:45542", + "issue:38175|issue:44617", "issue:44279|issue:45405", "issue:39692|issue:43901", "issue:43299|issue:43854", - "issue:43650|issue:46132", "issue:43295|issue:44779", + "issue:43650|issue:46132", "issue:44462|issue:45081", "issue:44297|issue:44462", "issue:44016|issue:44291", @@ -10355,144 +10310,139 @@ "issue:44466|issue:45276", "issue:42994|issue:43317", "issue:33290|issue:45656", - "issue:43650|issue:45290" + "issue:43653|issue:45593", + "issue:44623|issue:44749" ], - "prepared_review_unit_hash": "e5385ffe114ab67a647e49215c60975d541b64b1bf10c8e5b134f68179c554ff", + "prepared_review_unit_hash": "5728cbb67da3903004e81f4beb3adf42dad7a5c0266fe912eb191419490fda8b", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35491, - "estimated_input_tokens": 8873, - "estimated_eval_tokens": 18002 + "serialized_chars": 36066, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: tokenizer regressions, multimodal/chat-template bugs, model-loading failures, deepspeed issues, docs problems, and CI/import breakages. None of the soft pairs look like the same underlying bug strongly enough to merge, so I would not collapse any pair.", - "confidence": 0.36, - "canonical_issue_reason": "issue:44521 is the strongest standalone report: clear repro, active discussion, multiple inbound references, and a concrete multimodal API failure.", + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues across tokenizers, multimodal processors, model loading, CI, and docs. None of the soft pairs look like true duplicate bugs or the same concrete fix path.", + "confidence": 0.87, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 44521 is the best representative: it is an active, concrete multimodal bug with multiple inbound references. The rest of the set is too heterogeneous to collapse into a single canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative issue in this set because it is specific, actionable, and currently open with the most traction.", + "best_issue_reason": "Issue 44521 is the most triage-worthy anchor because it is open, clearly scoped, and has the strongest discussion/reference signal among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Both are config-related, but one is about default multimodal sub-config initialization and the other is a missing pad_token_id attribute; different failure modes and code paths." - }, - { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Shared theme is imports, but 44351 is one missing symbol (HybridCache) while 45278 is a broad post-upgrade import breakage; not the same bug." + "reason": "Both are multimodal, but one is assistant-mask generation in apply_chat_template and the other is Qwen2.5-VL rope/position scaling; different code paths and symptoms." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Different modeling bugs: one is missing load-balancing loss with router logits disabled, the other is a required multimodal token type id defaulting issue." + "reason": "MoE load-balancing loss handling and Gemma 4 mm_token_type_ids defaults are separate bugs in different components." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Both touch multimodal/VL behavior, but one is broken assistant masks in chat templates and the other is incorrect rope/position scaling in Qwen2.5-VL." + "reason": "A single missing import/export is not the same as a broad import-regression report across many symbols." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "A video-classification processor lookup bug is unrelated to remote_code model breakage." + "reason": "Video-classification pipeline processor lookup and remote_code loading regressions are different underlying problems." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but they are model-specific correctness bugs in different tokenizer code paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Completely different subsystems: torch flex_attention compilation vs TensorBoard/TensorFlow backend detection." + "reason": "Pipeline processor selection and Gemma4 device placement mismatch are unrelated failures." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "One is dtype propagation on BLIP-2 loading; the other is incorrect save_pretrained checkpoint serialization for Qwen3.5." + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained serialization are separate regressions." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Both involve multimodal models, but one is pipeline processor selection and the other is a device-mapping forward mismatch in Gemma4 PLE." + "reason": "Python-version compatibility and an unreleased PEFT version bump are not the same issue." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and appear to come from different tokenizer code paths." + "reason": "Compiled flex_attention on new torch versions and missing TensorFlow backend handling are unrelated." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Different symptoms and components: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." - }, - { - "left": "issue:43976", - "right": "issue:45405", - "accept": false, - "reason": "Unrelated release/dependency complaints: Python version compatibility vs a PEFT minimum-version bump." + "reason": "SigLIP zero-probabilities and Sam3Video CUDA OOM are different models and failure modes." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue does not match a specific MIN_PEFT_VERSION release problem." + "reason": "A generic dependency issue is not the same as a specific minimum-version pin problem." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both mention docs, but one is a broken SigLIP2 example and the other is an outdated pipeline doc parameter reference." + "reason": "Both touch docs, but one is a broken SigLIP2 example and the other is stale TextClassificationPipeline parameter docs." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both are model loading failures, but for different models and different underlying mechanisms." + "reason": "Different model-loading failures affecting different models and test paths." }, { - "left": "issue:43650", - "right": "issue:46132", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "No meaningful overlap: one is a vague placeholder issue, the other is an AttentionInterface behavior regression." + "reason": "Processor.tokenizer API regression and Deepseek token-ID corruption are different bugs." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:43650", + "right": "issue:46132", "accept": false, - "reason": "Both involve tokenizers/processors, but 43295 is a regression in processor.tokenizer API access while 44779 is incorrect Deepseek tokenization results." + "reason": "A placeholder issue and an AttentionInterface.register behavior change are not duplicates." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading issues, but one ignores tokenizer.json and the other crashes in Mistral regex patching; different concrete bugs." + "reason": "Ignoring tokenizer.json in AutoTokenizer and a Mistral regex patch crash are different tokenizer-loading bugs." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Serialization metadata mismatch in save_pretrained is not the same as AutoTokenizer ignoring tokenizer.json on load." + "reason": "Tokenizer class serialization mismatch and ignoring tokenizer.json share a theme but not the same concrete defect." }, { "left": "issue:44016", @@ -10504,55 +10454,61 @@ "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor batching shape bug is unrelated to a generic dependency issue." + "reason": "Video batch shape handling and dependency resolution are unrelated." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer patch crash and list_repo_files revision forwarding are unrelated." + "reason": "Tokenizer regex failure and list_repo_files revision forwarding are different code paths." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Different areas entirely: video-classification processor lookup vs a generic placeholder issue." + "reason": "These have no meaningful overlap in behavior or subsystem." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Different model-specific inference failures: FlashAttention breakage for Ministral-3 vs OCR index error in Kosmos2.5." + "reason": "FlashAttention failures for Ministral and OCR index errors in Kosmos2.5 are distinct bugs." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are CI/repo-maintenance issues, but one is stale auto_mappings references and the other is leftover dummy classes leaking into the package API." + "reason": "Both are CI/cleanup-adjacent, but one is stale auto_mappings references and the other is leftover dummy class leakage." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both involve model weights/embeddings, but one is device-dependent serialization and the other is resize_token_embeddings not propagating to related embeddings." + "reason": "lm_head serialization inconsistency and Gemma4 resize_token_embeddings behavior are separate model-specific issues." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both are quantization-related, but one is saving failure and the other is loading/dequantized offload failure; not the same bug." + "reason": "Quantized-model saving and dequantized-model offload loading are different stages with different failures." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention deepspeed/optimizer behavior, but OOM with Adafactor and double optimizer-step calls are different concrete failures." + "reason": "Deepspeed OOM with Adafactor and double optimizer-step behavior are not the same bug." }, { - "left": "issue:43650", - "right": "issue:45290", + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "No overlap beyond chat-template adjacency; one is a placeholder issue and the other is a specific crash on tool-call assistant messages." + "reason": "Missing processor save files and a post-upgrade performance regression are different problems." } ] }, @@ -10571,10 +10527,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:41628", "issue:42175", @@ -10586,7 +10542,7 @@ "issue:43450", "issue:43525", "issue:43643", - "issue:43653", + "issue:43650", "issue:43673", "issue:43723", "issue:43761", @@ -10613,10 +10569,10 @@ "issue:44623", "issue:44671", "issue:44683", - "issue:44749", "issue:44779", "issue:44898", "issue:44987", + "issue:45290", "issue:45362", "issue:45397", "issue:45542", @@ -10626,238 +10582,231 @@ "issue:45823" ], "soft_pairs": [ - "issue:43653|issue:45593", - "issue:44623|issue:44749", + "issue:43650|issue:45290", "issue:44623|issue:45397", - "issue:44261|issue:44263", "issue:43065|issue:44898", + "issue:44261|issue:44263", "issue:43441|issue:44683", "issue:43723|issue:44162", "issue:42175|issue:43976", - "issue:44016|issue:45823", "issue:44361|issue:45593", - "issue:43262|issue:44521", + "issue:44016|issue:45823", "issue:44671|issue:44779", + "issue:43262|issue:44521", "issue:43673|issue:43761", "issue:43901|issue:43994", "issue:44987|issue:45542", "issue:43784|issue:45542", "issue:43824|issue:43976", "issue:43450|issue:44617", - "issue:43525|issue:43881", "issue:44297|issue:45397", + "issue:43525|issue:43881", + "issue:43901|issue:44246", "issue:44188|issue:44336", "issue:43525|issue:43643", - "issue:43901|issue:44246", "issue:41628|issue:43976", "issue:44589|issue:45362", - "issue:44336|issue:44373", "issue:45561|issue:45563", "issue:42491|issue:43299", + "issue:44336|issue:44373", "issue:44242|issue:45593" ], - "prepared_review_unit_hash": "ba14f9d83fad29296ccb97bb43d1a6d9922cdee520ff26a75cd9b21a1f5ee2d0", + "prepared_review_unit_hash": "ddffb35b9051c3cace4959efad5a074e8fd89707c41b97112e8c96e3e14af771", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36101, - "estimated_input_tokens": 9026, - "estimated_eval_tokens": 18308 + "soft_pair_count": 28, + "serialized_chars": 35690, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share only broad topical similarity (tokenizers, processors, MoE models, loading, etc.) but not the same concrete bug or change. I found no convincing duplicates among the candidates.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items span many unrelated regressions and feature areas, so there is no single issue that subsumes the rest.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers bugs/regressions; none of the soft pairs look like true duplicates. The best canonical issue is the open multimodal chat-template regression because it has the strongest activity and user impact signal in the set.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44521 is the most suitable canonical issue: it is open, has strong discussion/inbound activity, and describes a concrete user-facing regression in multimodal `apply_chat_template` behavior.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the set does not form one duplicate family, so selecting a representative issue would be arbitrary.", + "best_issue_reason": "issue:44521 is the best overall issue to anchor the cluster because it is active, well-discussed, and narrowly framed around a reproducible bug rather than a doc or packaging complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43650", + "right": "issue:45290", "accept": false, - "reason": "Different bugs: BigBirdTokenizer special-token decoding vs D-FINE auxiliary loss handling." + "reason": "Completely different bugs: a vague data request vs a crash in `apply_chat_template` with tool-call assistant messages." }, { "left": "issue:44623", - "right": "issue:44749", + "right": "issue:45397", "accept": false, - "reason": "Unrelated: missing processor save files vs a slowdown after upgrading Transformers for data filtering." + "reason": "Different code paths and symptoms: missing files from `processor.save_pretrained(...)` vs Zero3 `from_pretrained` loading." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "Different code paths: processor save/export bug vs gemma-4 zero3 from_pretrained failure." + "reason": "Different models and failures: `Sam3PixelDecoder` dummy conv vs Perceiver non-default resolution/interpolation." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different issues in separate MoE internals: missing rms_norm_eps vs torch.split return-value handling." - }, - { - "left": "issue:43065", - "right": "issue:44898", - "accept": false, - "reason": "Different models and failures: Sam3PixelDecoder dummy Conv2d vs Perceiver non-default-resolution handling." + "reason": "Unrelated model bugs: missing `rms_norm_eps` precision issue vs `torch.split()` return-value handling." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both mention attention, but one is Ministral FlashAttention failure and the other is compiled flex_attention on newer torch; not the same bug." + "reason": "Both touch attention, but one is Ministral FlashAttention breakage and the other is compiled flex_attention on newer torch; not the same fix." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Different regressions: AutoTokenizer loading vs ESM2 model breakage." + "reason": "Tokenizer loading regression vs an ESM2 model breakage; too different to merge." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Different problems: optional TensorFlow backend installation vs Python-version compatibility." - }, - { - "left": "issue:44016", - "right": "issue:45823", - "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device-mapping forward mismatch." + "reason": "Packaging/backend dependency issue vs Python 3.9/3.10 compatibility problem." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Different tokenizer/task error vs auxiliary-loss omission." + "reason": "Different subsystems and symptoms: MLukeTokenizer task AttributeError vs D-FINE auxiliary-loss logic." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Both involve chat templates, but one is sampling-rate defaulting and the other is assistant mask generation for multimodal inputs." + "reason": "Notebook syntax error is unrelated to Gemma4 device placement at forward time." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different components: CamemBERT masked-LM predictions vs Deepseek tokenizer results." + "reason": "Different failures: CamemBERT masked-LM predictions vs Deepseek tokenizer output regression." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio sampling-rate defaulting bug is separate from multimodal assistant-mask generation." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Different regressions: GenerationMixin cache during chunked prefill vs CLIPVisionModel hidden_states output." + "reason": "Generation cache absence during chunked prefill is unrelated to CLIP vision hidden-state regression." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores is not the same as SigLIP2 model/pipeline incorrect outputs." + "reason": "One is a docs mismatch; the other is a model/pipeline correctness bug." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Different failures: loading a specific model repo vs missing TensorFlow backend when only tensorboard is installed." + "reason": "Different underlying problems: loading a package/model under v5.1.0 vs missing TensorFlow backend from install extras." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Unrelated: sentence-transformers import NameError vs undefined tf backend error." + "reason": "Import-time `nn` NameError in sentence-transformers is unrelated to the TensorFlow backend installation issue." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Different issues: missing Qwen2.5-VL class import vs Python version support." + "reason": "Missing Qwen2.5-VL export/import symbol vs Python version support; not the same bug." }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "Different video bugs: batched shape bug vs CUDA OOM." + "reason": "Incorrect batched video shape is not the same as a CUDA out-of-memory issue." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata mismatch on save is unrelated to Gemma4 Zero3 loading." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Different model-loading failures for different models and attributes; no shared concrete code-path bug." + "reason": "Llama4 `pad_token_id` attribute error and GLM-4V loading failure are different concrete issues." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 loading." + "reason": "Docs for `return_all_scores` are unrelated to intermittent slow imports." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." + "reason": "Attention-kernel divergence on `torch.compile` is unrelated to ANSI code emission in `loading_report`." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Different loading/config issues: missing pad_token_id on Llama4Config vs trust_remote_code dropping fields in AutoConfig." - }, - { - "left": "issue:43901", - "right": "issue:44246", - "accept": false, - "reason": "Documentation stale text is unrelated to intermittent import latency." + "reason": "Missing `pad_token_id` on Llama4Config is not the same as `trust_remote_code=True` dropping config fields." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to Python 3.9/3.10 compatibility." + "reason": "Importing `AutoImageProcessor` and Python 3.9/3.10 support are unrelated failures." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Different failures: Float8 storage lookup vs Qwen3.5-35B chat crash." - }, - { - "left": "issue:44336", - "right": "issue:44373", - "accept": false, - "reason": "ANSI formatting bug and docstring typo are separate maintenance issues." + "reason": "Missing Float8 storage support vs Qwen3.5 chat loading crash; different code paths." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Test-worker race on captured_info.txt is unrelated to a stale generate() warning." + "reason": "A pytest-xdist file race is unrelated to a stale warning in paged `generate()`." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE, but one is LoRA compatibility across branches and the other is base-model loading failure; not the same concrete bug." + "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility across hf4.x/hf5.x and the other is v5 dev loading failure for Qwen3VL; not the same concrete bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI-code output in a utility and a wrong docstring are clearly unrelated." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Different loss mechanisms in different models: router load-balancing loss vs D-FINE auxiliary losses." + "reason": "Load-balancing loss omission in MoE routing is unrelated to D-FINE auxiliary losses when denoising is off." } ] }, @@ -10876,10 +10825,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:36246", "issue:41950", @@ -10941,242 +10890,242 @@ "issue:36246|issue:44351", "issue:44336|issue:44485", "issue:45003|issue:45561", - "issue:43352|issue:45250", "issue:44246|issue:44871", + "issue:43352|issue:45250", "issue:43673|issue:44561", "issue:36246|issue:43596", "issue:44242|issue:44857", - "issue:44295|issue:44749", "issue:44779|issue:45292", "issue:44162|issue:45200", + "issue:44295|issue:44749", "issue:43901|issue:45003", "issue:45412|issue:46123", "issue:44496|issue:45003", "issue:45292|issue:45584", + "issue:45987|issue:46082", "issue:44877|issue:45375", "issue:45292|issue:45701", - "issue:45987|issue:46082", - "issue:43232|issue:44336", "issue:43257|issue:45137", "issue:43262|issue:44246", "issue:45375|issue:45759", "issue:44987|issue:45459", + "issue:43232|issue:44336", "issue:44995|issue:45200" ], - "prepared_review_unit_hash": "e9808093e0da64dffa67197a83fd2a6644270d12fca4e5877d7a5ac49207a481", + "prepared_review_unit_hash": "876c0456505167bf7b4a9cd6b892faacc39e543c75b2f12e7740e33b5943ef52", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36858, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "serialized_chars": 36862, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly cross-topic false positives; none looks like the same underlying bug/change. This is a heterogeneous grab bag of issues rather than a true duplicate cluster.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 44246 is the broadest and most discussion-heavy item here, but the set is too heterogeneous for a real canonical duplicate representative.", + "summary": "No soft-edge pair looks like a true duplicate; most are distinct model-/pipeline-specific bugs, config regressions, or unrelated import failures. The best issue anchor is the broad, open tokenization regression report with the strongest cross-user signals.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45701 is the most broadly impactful and best-documented open report here: it describes a cross-version tokenization regression, has multiple inbound references, and is likely the most useful anchor for related follow-up reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44246 is the closest thing to a representative issue because it is broad and active, but it still does not subsume the other reports.", + "best_issue_reason": "issue:45701 is the strongest single issue to keep as the representative anchor because it is open, broadly scoped, and already referenced by multiple other threads.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Different bugs: position_ids buffer handling vs Gemma-4 ZeRO3 from_pretrained loading." + "reason": "Different failures: buffer/position_ids access versus Gemma-4 ZeRO3 loading." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowdown is unrelated to unrecognized model/config parsing." + "reason": "Unrelated symptoms: import slowdown versus unrecognized model/config loading." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Different pipeline paths: video-classification processor lookup vs audio fbank feature extraction." + "reason": "Different pipeline/code paths: video classification processor lookup versus audio feature extraction." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both Qwen-related, but sliding-window attention and chat crash are different code paths." + "reason": "Both involve Qwen, but one is sliding-window MoE behavior and the other is a chat crash; not the same bug." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading failure is unrelated to AttentionInterface.register behavior change." + "reason": "Offline tokenizer cache loading and AttentionInterface registration are unrelated." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "Beit label reduction bug is unrelated to sys.modules access in modeling_utils." + "reason": "Image processor label reduction bug versus unsafe sys.modules access; different code paths." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols and causes." + "reason": "Both are import errors, but for different symbols and packages." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." + "reason": "Missing Qwen2_5_VLImageProcessor export and missing HybridCache export are distinct issues." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI color output in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "ANSI terminal output bug is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules safety bug is unrelated to pytest-xdist file-race behavior." + "reason": "Unsafe sys.modules access and pytest-xdist file races are different bugs." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "One is a model-specific FA2 unsupported warning; the other is a generic FA2 topic." + "reason": "Import performance regression versus Gemma eos_token_id mismatch; no shared code path." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Import latency is unrelated to Gemma-3 eos_token_id config inconsistency." + "reason": "Generic Flash Attention 2 topic is not the same as a specific Nemotron support gap." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Both are v5 regressions, but one is chunked_prefill cache handling and the other is trust_remote_code import breakage." + "reason": "Generation cache/chunked_prefill bug and trust_remote_code FX helper removal are unrelated." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for a processor class is unrelated to a ZeRO3 IndexError." + "reason": "ImportError for a model class is unrelated to a ZeRO3/BertModel index error." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss logic and AMP crash in LwDetrImageLoss are different issues." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "Buffer access error is unrelated to the reported end-to-end slowdown after upgrade." + "reason": "MoE router loss behavior and DETR AMP crash are different failures." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer correctness regression is unrelated to resize_token_embeddings propagation." + "reason": "Tokenizer regression and embedding-resize mismatch are separate issues." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type-id defaults are different model/config problems." + "reason": "ESM2 breakage and Gemma 4 token-type defaults do not match." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer handling is unrelated to the performance regression report." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to sys.modules access." + "reason": "Docs mismatch in text classification pipeline versus sys.modules access bug." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory leak and MaskGenerationPipeline batch-finalization are different bugs." + "reason": "RT-DETR memory release and MaskGenerationPipeline batching are unrelated." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config loading is unrelated to unsafe sys.modules access." + "reason": "Model config recognition error and sys.modules access issue are different code paths." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize mismatch is unrelated to Whisper empty-transcription generation failure." + "reason": "Embedding resize bug and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache length return type bug and LlamaConfig head_dim validation are distinct." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Granite_speech strict-config loading and Qwen3_5MoeVisionConfig field dropping are different model/config issues." + "reason": "Different config-model problems in different models; not the same underlying bug." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize bug is unrelated to generic tokenization changes across versions." - }, - { - "left": "issue:45987", - "right": "issue:46082", - "accept": false, - "reason": "StaticCache seq-length contract and LlamaConfig head_dim validation are unrelated." - }, - { - "left": "issue:43232", - "right": "issue:44336", - "accept": false, - "reason": "Generation kwargs bug after sync_gpus is unrelated to ANSI escape output." + "reason": "Embedding resize/output mismatch is unrelated to tokenization regression." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to ZeRO3 deque underflow." + "reason": "Different DeepSpeed issues: weight conversion versus deque underflow." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to import latency." + "reason": "Audio chat-template sampling-rate bug is unrelated to import slowdown." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Silent config-field dropping and text_config unwrapping are different composite-config issues." + "reason": "One is strict config field handling, the other is composite multimodal config unwrapping." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model load failure on v5.1.0 is unrelated to protobuf exception masking in tokenizer errors." + "reason": "Loading failure for a model repo and protobuf error masking are different issues." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update bug is unrelated to ANSI code output." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "MoE stale cache crash and Gemma 4 token-type defaults are different bugs." } ] }, @@ -11195,10 +11144,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:28282", "issue:30990", @@ -11250,24 +11199,24 @@ "issue:46132" ], "soft_pairs": [ - "issue:43065|issue:43408", "issue:43475|issue:43540", + "issue:43065|issue:43408", "issue:42886|issue:45229", "issue:44466|issue:45335", "issue:43653|issue:44162", - "issue:44060|issue:44077", "issue:45397|issue:45656", + "issue:44060|issue:44077", "issue:44995|issue:45588", "issue:44368|issue:44977", - "issue:44368|issue:45563", "issue:45137|issue:45600", + "issue:44368|issue:45563", "issue:43673|issue:44734", "issue:43931|issue:44368", "issue:43065|issue:46123", "issue:44933|issue:45459", + "issue:44869|issue:45356", "issue:44297|issue:44623", "issue:43232|issue:43673", - "issue:44869|issue:45356", "issue:44361|issue:44749", "issue:43646|issue:44162", "issue:44871|issue:46132", @@ -11279,224 +11228,230 @@ "issue:43475|issue:45381", "issue:28282|issue:30990", "issue:45230|issue:45397", - "issue:46077|issue:46123", + "issue:43475|issue:43643", "issue:44038|issue:44623", - "issue:43475|issue:43643" + "issue:46077|issue:46123" ], - "prepared_review_unit_hash": "bb01e1323dfa22efa87231435c4bc8b1c215b60c479ea861d4530a66de2e9fe5", + "prepared_review_unit_hash": "00001a2116f63d2c52676439804911b6760733012c3394e271d6d62d02e6317f", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37140, - "estimated_input_tokens": 9285, - "estimated_eval_tokens": 18826 + "serialized_chars": 37141, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and the soft pairs do not appear to be true duplicates; most are distinct model-, tokenizer-, generation-, or infrastructure-specific regressions.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43646 is the broadest framework-level regression in the set and the closest umbrella for the dominant v5/custom-model initialization breakage theme.", + "summary": "These are mostly thematically similar Transformers issues, but the soft pairs do not describe the same concrete bug or change. I would not merge any of the candidate pairs; the most representative issue is the broad v5 custom-model initialization regression.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43646 is the broadest, most representative regression here: it describes a concrete Transformers v5 initialization break that could plausibly underlie several adjacent loading/config issues, even though the listed soft pairs are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the most representative issue for this cluster because it is general, framework-level, and spans the widest slice of the v5 breakage reports.", + "best_issue_reason": "issue:43646 has the clearest, highest-level problem statement among the set and is the best umbrella representative for the cluster\u2019s v5 initialization/load regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Different SAM3 problems: a dummy Conv2d choice in the pixel decoder vs a model-type mismatch warning in tracker instantiation." + "reason": "Different models and failures: SAM3 vision encoder attribute error vs Qwen3OmniMoe video-processing ValueError." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Unrelated model families and failure modes: SAM3 vision encoder output attribute error vs Qwen3OmniMoe video-input ValueError." + "reason": "Both mention SAM3, but one is a pixel-decoder implementation detail and the other is a model-type/config mismatch warning." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading is unrelated to Gemma4 multi-GPU inference OOM." + "reason": "Unrelated bugs: offline tokenizer cache loading vs Gemma4 multi-GPU inference CUDA OOM." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve tied embeddings, but one is serialization inconsistency while the other is resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Both touch embeddings/serialization, but one is save-pretrained tied-weight serialization and the other is resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Different models and bugs: BigBirdTokenizer special-token registration vs ESM2 being broadly broken." + "reason": "Different components and symptoms: BigBirdTokenizer special-token registration vs ESM2 being broadly broken." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "A tied-weights warning bug is not the same as the patchtsmixer post_init policy change." + "reason": "Both involve training/runtime infrastructure, but one is gemma4 Zero3 from_pretrained and the other is a double optimizer-step bug with deepspeed." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Both mention DeepSpeed, but one is a zero3 from_pretrained/loading issue and the other is duplicate optimizer stepping." + "reason": "No shared concrete code path; tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init eligibility." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Second-forward stale cache crash is a different code path from flash_attention.py crashing on s_aux=None." + "reason": "Both crash in model internals, but the stale indexer cache bug and the flash_attention s_aux=None bug are distinct failures." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to flash-attention generation malfunction." + "reason": "Similar model family, but one is a tied-embeddings warning during LoRA fine-tuning and the other is a flash-attention generation failure." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "These are different warnings: tie_word_embeddings config noise vs stale num_return_sequences warning in paged generate." + "reason": "Completely different areas: DeepSpeed ZeRO3 deque underflow vs removed Sam3LiteText configs breaking auto_mappings CI." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." + "reason": "One is a tie_word_embeddings warning; the other is a stale num_return_sequences warning in paged generate." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both touch generation/cache, but chunked_prefill cache absence and /v1/responses KV indexing are different concrete bugs." + "reason": "Both involve generation cache, but one is missing cache in chunked_prefill and the other is a KV-cache continuation indexing crash." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "A weight-shape mismatch on model load is not the same as a tied-weights warning during LoRA fine-tuning." + "reason": "Model weight-shape mismatch for Qwen3-VL-30B is unrelated to the tied-embeddings warning in a LoRA fine-tuning setup." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder dummy layer issue is unrelated to MaskGenerationPipeline dropping the final partial batch." + "reason": "SAM3 pixel-decoder dummy layer issue is unrelated to MaskGenerationPipeline dropping final partial batches." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "A missing image_utils import is unrelated to tokenizer error handling when protobuf is absent." + "reason": "Both are import-related, but one is a missing import in image_utils and the other is tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer/codec symptoms differ: Whisper word-timestamp decode crash vs Kimi-K2.5 codec regression and warning behavior." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but tokenizer_class metadata mismatch and missing processor files are different bugs." + "reason": "Both involve save_pretrained, but tokenizer_config mismatch is not the same bug as processor missing files." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "_update_model_kwargs_for_generation after sync_gpus and missing chunked_prefill cache are separate generation-path failures." - }, - { - "left": "issue:44869", - "right": "issue:45356", - "accept": false, - "reason": "Different tokenizer regressions: trailing replacement-character decode crash vs codec-handling warning/regression in Kimi-K2.5." + "reason": "Both concern generation, but sync_gpus kwarg handling and missing cache in chunked_prefill are different code paths." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError on tasks and a large performance slowdown after upgrade are not the same defect." + "reason": "An AttributeError in MLukeTokenizer tasks is unrelated to a performance slowdown after upgrading Transformers." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage is much broader than the ESM2-specific failure reported here." + "reason": "The former is a custom-model initialization regression in v5; the latter is a broad ESM2 breakage with a different failure surface." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Inconsistent eos_token_id configuration is unrelated to AttentionInterface.register changing callable behavior." + "reason": "Different concern entirely: eos_token_id config inconsistency vs AttentionInterface.register changing callback behavior." }, { "left": "issue:43673", "right": "issue:45278", "accept": false, - "reason": "A missing cache during chunked_prefill is not the same as many import errors after upgrading." + "reason": "Both are v5 regressions, but one is GenerationMixin cache missing in chunked_prefill and the other is broad import errors after upgrade." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to DeepSpeed calling optimizer.step twice." + "reason": "Processor save_pretrained missing files is unrelated to deepspeed calling optimizer.step twice." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance degradation during filtering is unrelated to duplicate optimizer stepping." + "reason": "Performance slowdown after upgrade is not the same bug as duplicate optimizer stepping under deepspeed." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "A slowdown after upgrade is not the same as a Qwen3.5-Moe from_pretrained error." + "reason": "One is a general slowdown report; the other is a Qwen3.5 Moe from_pretrained error on newer Transformers versions." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different code paths." + "reason": "Different model/save issues: quantized model saving failure vs Qwen2.5-GGUF loading failure in v5." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "SAM3 video output attribute loss and Qwen2.5-VL video position-id errors are unrelated video-model bugs." + "reason": "Both are video-related, but the SAM3 vision encoder attribute error and qwen2.5-vl vision_position_ids bug are distinct." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Missing PyTorch ImportError and Sentence Transformers hanging on load are not the same issue." + "reason": "ImportError for missing PyTorch is not the same as a sentence-transformers loading hang." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report provides no evidence of the same gemma4 zero3 from_pretrained failure." + "reason": "Generic bug report / vague report vs a specific gemma-4 Zero3 from_pretrained failure; no shared concrete bug." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Gemma4 bidirectional-attention mask construction and MaskGenerationPipeline partial-batch handling are different pipeline/model bugs." + "reason": "SAM3 video encoder attribute error is unrelated to trust_remote_code AutoConfig missing fields." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated." + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are different failures." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 causal-mask construction and MaskGenerationPipeline final-batch handling are different bugs, even though both affect generation." } ] }, @@ -11515,10 +11470,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:30990", "issue:35141", @@ -11577,46 +11532,46 @@ "issue:45375|issue:45478", "issue:45081|issue:45103", "issue:45310|issue:45375", - "issue:41628|issue:44351", "issue:43873|issue:44945", - "issue:42673|issue:43704", + "issue:41628|issue:44351", "issue:43232|issue:44188", + "issue:42673|issue:43704", "issue:42831|issue:44222", "issue:44945|issue:45753", - "issue:42994|issue:43824", - "issue:44222|issue:45310", "issue:36010|issue:41628", - "issue:43232|issue:44792", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:44964|issue:45137", "issue:42175|issue:45712", "issue:43673|issue:44188", - "issue:44964|issue:45137", + "issue:43232|issue:44792", "issue:44038|issue:45310", "issue:44496|issue:45561", "issue:43526|issue:45561", "issue:43504|issue:45561", "issue:43377|issue:44242", - "issue:42175|issue:44933", "issue:42222|issue:45200", + "issue:42175|issue:44933", "issue:42898|issue:44568", "issue:43976|issue:44933", "issue:30990|issue:35141", "issue:43479|issue:44869", "issue:43278|issue:45137" ], - "prepared_review_unit_hash": "1139214a302da658fc7ff3235cba338eeeab488d10ecdddc62e2c59c4d43dd80", + "prepared_review_unit_hash": "171ecf90b2aac0cd1be9bb28cd674db97cd1457fe226c559c6a90c935ff74b08", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37232, + "serialized_chars": 37231, "estimated_input_tokens": 9308, "estimated_eval_tokens": 18872 }, @@ -11625,214 +11580,211 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous transformer bug reports with one clear duplicate pair: the repeated Qwen3ForCausalLM VRAM leak report. The rest are related only at a broad subsystem level and should stay separate.", - "confidence": 0.87, - "canonical_issue_reason": "issue:42673 is the strongest canonical issue because it is the earlier, more detailed report and it has an exact duplicate in issue:43704.", + "summary": "This cluster is mostly a loose collection of unrelated closed bug reports around Transformers models/imports. The only strong duplicate is the Qwen3.5 MoE from_pretrained regression (issues 45310 and 45478). No PRs are present.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45310 is the cleanest anchor: it is the earlier report for the same Qwen3.5 MoE from_pretrained error, with more discussion/inbound context than its duplicate 45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best representative of the true duplicate pair in this cluster; it has the clearest wording and richer discussion context.", + "best_issue_reason": "Issue 45310 best represents the only clear duplicate subcluster and is the most complete, discussion-rich report for that exact regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Different import failures for different symbols/modules; same general area but not the same bug." + "reason": "Both are import errors, but for different symbols and likely different fixes: AutoImageProcessor vs a missing image_utils export." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance vs meta-init incompatibility for a specific model; unrelated root causes." + "reason": "Unrelated topics: TF32 settings guidance versus a legacy remote-code/meta-init incompatibility for InternVL2." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "Sam3 vision encoder attribute error vs tokenizer-mapping registration bug; not the same code path." + "reason": "Different bugs in different code paths: missing Sam3 vision output attribute vs add-new-model-like failing around TOKENIZER_MAPPING_NAMES." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized save failure and missing pad_token_id are separate model/config problems." + "reason": "Quantized model saving failure is not the same issue as Llama4Config missing pad_token_id." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Related Qwen3.5 Moe area, but one is a missing config field and the other is a from_pretrained error; not clearly the same fix." + "reason": "These mention the same model family, but the concrete bugs differ: missing config field vs from_pretrained error." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex crash vs auto-docstring crash from future annotations; unrelated." + "reason": "Different subsystems and failures: Mistral tokenizer regex patching vs auto_docstring/annotations crash." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Both involve Qwen3.5 Moe, but one is a generic from_pretrained error and the other is a specific missing field; too broad to merge." + "reason": "Same family, but not the same underlying bug; one is a from_pretrained failure, the other is a missing config field silently dropped." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "VRAM leak with multi-threaded Qwen3ForCausalLM is unrelated to incorrect LLM output under pipeline parallelism." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different names and different fixes." + "reason": "Both are import failures, but they concern different missing exports and different code paths." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallel output mismatch are different bugs." + "reason": "Generation kwargs sync issue is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:42673", "right": "issue:43704", - "accept": true, - "reason": "Exact same VRAM leak report with identical title and same affected model; 42673 is the fuller earlier report." - }, - { - "left": "issue:43232", - "right": "issue:44188", "accept": false, - "reason": "Generation kwargs update issue vs attention-kernel divergence under torch.compile; different failure modes." + "reason": "These have the same title, but without evidence they are distinct reports of the same VRAM leak; still, this looks like a duplicated issue pair only if the body confirms identical repro. The available metadata alone is not enough, so reject." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but accuracy regression and save_pretrained failure are distinct problems." + "reason": "Both involve FP8, but one is an accuracy issue while the other is saving/pretrained serialization for MoE models." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel wrong output vs Qwen3.5 infinite loop on a specific image are unrelated symptoms." + "reason": "Pipeline parallelism output corruption is unrelated to a Qwen3.5 image-specific infinite loop." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Model saving failure and an import error for Qwen2.5 VL are unrelated." + "reason": "Different import targets and failure modes: GenerationMixin vs AutoImageProcessor." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained issue and Qwen3.5 Moe from_pretrained error touch the same family but not the same concrete bug." + "reason": "FP8 MoE save_pretrained and Qwen3.5 MoE from_pretrained are separate bugs despite both involving Qwen/MoE." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Different missing imports from different namespaces; not the same underlying defect." + "reason": "Quantized model saving failure is unrelated to an import error for Qwen2.5-VLForConditionalGeneration." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Generation cache handling and a Janus image-generation test failure are unrelated." + "reason": "Model-loading incompatibility for Phi-4 multimodal is unrelated to a DeepSpeed ZeRO3 deque crash." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Package extra dependency omission vs leftover dummy classes in repo checks; different concerns." + "reason": "Packaging/backends dependency issue is unrelated to dummy PT objects leaking into dir(transformers)." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "Chunked-prefill generation cache issue and attention-kernel branching issue are not the same bug." + "reason": "Generation cache missing during chunked prefill is a different failure than compile-time attention-kernel branching divergence." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." + "reason": "A generation kwargs update bug is unrelated to a failed janus image-generation test." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Different Qwen model variants and different reported failures; too broad to treat as duplicate." + "reason": "Qwen3-VL-Moe compatibility and Qwen3.5 MoE from_pretrained are different model families and different regressions." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config loading error vs xdist test-file race; no shared code path." + "reason": "Unrecognized model/config loading error is unrelated to an xdist race in captured_info.txt." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "Beit image processor label reduction bug and xdist race are unrelated." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the xdist captured_info.txt race." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Beit pretrained-load legacy field issue and xdist race are unrelated." + "reason": "Legacy Beit pretrained preset loading issue is unrelated to the xdist testing-utils race." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder vs router-logits load-balancing loss bug are different changes." + "reason": "MIMI padding-mask discrepancy is unrelated to router-logits/load-balancing-loss behavior in MoE." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Backend dependency packaging and nonexistent image_utils import are unrelated." + "reason": "VitPose model breakage is unrelated to Gemma 4 token-type ID defaults." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific bugs." + "reason": "Package/backend dependency behavior is unrelated to the missing image_utils import." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenizer cleanup behavior change and add_special_tokens BOS/EOS regression are different tokenization issues." + "reason": "Tokenization-space cleanup behavior change is unrelated to mdeberta-v3 BOS/EOS special-token handling." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and image_utils import exposure are unrelated." + "reason": "Python version compatibility issue is unrelated to the image_utils import failure." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers loading hang and embedding reinitialization after resize are separate model lifecycle bugs." + "reason": "Sentence Transformers loading hangs and embedding resize/reinit are completely different bugs." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config defaults and Whisper timestamp decode crash are unrelated." + "reason": "Phi4 multimodal config initialization and Whisper timestamp decode crash are unrelated." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift during eval and DeepSpeed deque underflow are unrelated." + "reason": "Embedding dtype drift during evaluate is unrelated to the DeepSpeed ZeRO3 deque underflow." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The only positive duplicate call, issue:42673 vs issue:43704, is well supported by identical titles and matching model/symptom, and the canonical choice is reasonable. The remaining soft-edge rejections stay appropriately cautious and do not overclaim shared causality." - }, - "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 }, @@ -11844,10 +11796,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:22355", "issue:28282", @@ -11901,8 +11853,8 @@ "soft_pairs": [ "issue:43479|issue:44079", "issue:44623|issue:45310", - "issue:44188|issue:44373", "issue:42898|issue:45812", + "issue:44188|issue:44373", "issue:30333|issue:33290", "issue:43784|issue:43824", "issue:44734|issue:45103", @@ -11914,272 +11866,272 @@ "issue:45405|issue:45712", "issue:42898|issue:44448", "issue:44295|issue:45656", - "issue:44933|issue:45712", "issue:44448|issue:46132", + "issue:44933|issue:45712", "issue:44222|issue:44297", - "issue:44297|issue:45656", "issue:43116|issue:44190", + "issue:44297|issue:45656", "issue:43479|issue:43644", - "issue:42831|issue:44623", "issue:44190|issue:46082", - "issue:44222|issue:44623", + "issue:42831|issue:44623", "issue:30333|issue:36331", + "issue:44222|issue:44623", "issue:45245|issue:46132", - "issue:41628|issue:42757", "issue:30333|issue:34689", + "issue:41628|issue:42757", "issue:22355|issue:28282", - "issue:45071|issue:46082", "issue:44206|issue:45103", + "issue:45071|issue:46082", "issue:28282|issue:30333", "issue:30333|issue:35141", "issue:44297|issue:45310", - "issue:44222|issue:44484", - "issue:43723|issue:44977" + "issue:43723|issue:44977", + "issue:44222|issue:44484" ], - "prepared_review_unit_hash": "517e2ab786868edc7dc835c84c9002fa17183e643b88643dcb990eb2be04f278", + "prepared_review_unit_hash": "34e5e61a2e3c4898e24e38ae6b21a977118f2027b5188edc673197841e50b195", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38517, - "estimated_input_tokens": 9630, - "estimated_eval_tokens": 19516 + "serialized_chars": 38521, + "estimated_input_tokens": 9631, + "estimated_eval_tokens": 19518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad Transformers-v5 similarity, not the same concrete bug. I would not merge any of the proposed soft edges. If one issue must represent the cluster, the Granite tokenizer regression is the best single example because it is concrete, impactful, and well-scoped.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45812 is the clearest high-impact regression in the set: it has a specific failure mode, broad model impact, and a concrete tokenizer correctness problem rather than a vague API complaint.", + "summary": "These issues are mostly unrelated; several cluster around v5/tokenizer regressions or import failures, but none are the same underlying bug. The closest representative for the cluster is the v5 tokenizer regression issue, not a true duplicate merge target.", + "confidence": 0.59, + "canonical_issue_reason": "issue:42898 is the broadest and most representative of the v5 tokenizer-regression subset; it has the clearest thematic overlap with other tokenizer behavior reports in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest standalone issue for triage because it describes a silent correctness regression affecting all Granite models, which is more actionable than the other more generic or peripheral reports.", + "best_issue_reason": "issue:42898 best fits as the cluster anchor because it captures a general v5 tokenization behavior regression, even though the rest of the items are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Different bugs: Phi4MultimodalConfig default-init handling vs ModelOutput key assignment when a value was previously None." + "reason": "Different bugs: multimodal config defaults vs ModelOutput key assignment." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Both involve save/load flows, but one is missing processor files on save and the other is a Qwen3.5-MoE from_pretrained failure; different code paths and symptoms." + "reason": "Different code paths: processor save_pretrained output files vs Qwen3.5 MoE loading failure." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Attention kernel branching under torch.compile is unrelated to a position_ids docstring issue." + "reason": "Both are tokenization regressions, but different models and failure modes; not the same bug." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is wrong Granite token IDs; not the same underlying bug." + "reason": "Attention-kernel branching bug vs docstring typo; unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to Adafactor OOMs in DeepSpeed." + "reason": "MLflow reporting on failed training vs DeepSpeed Adafactor OOM; unrelated." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they are for different symbols, different modules, and different root causes." + "reason": "Different import failures for different symbols/packages." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache tensor indexing in serve is unrelated to the auto_docstring crash caused by future annotations." + "reason": "Serve KV-cache indexing crash vs auto-docstring annotations crash; unrelated." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Generic tokenizer loading in v5 is not the same bug as add_special_tokens failing to add BOS/EOS for one tokenizer." + "reason": "Both tokenizer-related, but one is loading in v5 and the other is add_special_tokens behavior for a specific model." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions with different symptoms and models; no shared concrete failure path." + "reason": "Both tokenization regressions, but they affect different models and distinct logic." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "clean_up_tokenization_spaces behavior change is unrelated to Kimi codec handling and warning logic." + "reason": "Tokenizer regression in v5, but Kimi-K2.5 codec handling is a separate bug." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing get_number_of_image_patches and remote-code meta-init incompatibility are distinct model-loading issues." + "reason": "Image processor API missing method vs remote-code checkpoint/meta-init incompatibility." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "A tied-weights warning bug is not the same as a missing _tp_plan for tensor parallelism." + "reason": "Wrong tied-weights warning vs missing tensor-parallel plan; different issues." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A dependency version bump and leftover dummy class cleanup are unrelated maintenance issues." + "reason": "Dependency version bump issue vs leftover dummy class cleanup; unrelated." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Tokenizer cleanup behavior and Pegasus v4/v5 output drift are different regressions." + "reason": "Tokenizer cleanup regression vs model output difference on Pegasus; different failures." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer readback and optimizer.step being called twice under DeepSpeed are unrelated." - }, - { - "left": "issue:44933", - "right": "issue:45712", - "accept": false, - "reason": "Missing image_utils import and dummy_pt_objects cleanup are both import-surface problems, but not the same bug." + "reason": "Position_ids buffer read error vs DeepSpeed double optimizer step; unrelated." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus output changes and AttentionInterface.register behavior changes are different subsystems and failure modes." + "reason": "Pegasus v4/v5 output regression vs AttentionInterface.register behavior change; unrelated." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "FP8 save_pretrained behavior and tokenizer_config class metadata mismatch are unrelated serialization bugs." + "reason": "Import path issue from image_utils vs dummy_pt_objects cleanup; not the same bug." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Tokenizer metadata mismatch is unrelated to the DeepSpeed double-step optimizer bug." + "reason": "FP8 save_pretrained issue vs tokenizer metadata mismatch; unrelated save_pretrained problems." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "A multi-label classification example returning empty results is different from a local dataset loading failure in another example script." + "reason": "Different example scripts and different failure modes." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Incorrect default config initialization is not the same as non-persistent buffers being filled with junk." + "reason": "Tokenizer save_pretrained metadata vs optimizer stepping bug; unrelated." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "An FP8 accuracy issue is unrelated to missing files in processor.save_pretrained." + "reason": "Different config/buffer initialization bugs; not the same underlying change." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Example dataset loading and LlamaConfig validation are unrelated." + "reason": "Dataset loading in an example script vs LlamaConfig validation; unrelated." }, { - "left": "issue:44222", + "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Both mention save_pretrained, but one is an FP8 MoE issue and the other is missing processor artifacts; different fixes." + "reason": "FP8 accuracy issue vs processor save_pretrained missing files; unrelated." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow status reporting is unrelated to the Trainer compute_loss signature change." + "reason": "MLflow job reporting vs CustomTrainer loss signature change; unrelated." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Category-cardinality limits and AttentionInterface.register behavior are unrelated." + "reason": "Both involve save_pretrained, but different components and failure modes." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Import failures from different packages/modules with different missing symbols." + "reason": "Category limit runtime error vs register behavior change; unrelated." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow job reporting and Llama 3.2 model loading are unrelated." + "reason": "Training-failure MLflow reporting vs Llama 3.2 vision loading regression; unrelated." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Missing transformers.onnx and missing PyTorch are different import/dependency problems." + "reason": "Different missing-import regressions from different packages." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Type-checking regression in PretrainedConfig is unrelated to explicit head_dim validation in LlamaConfig." + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch support." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Unsupported center argument in a feature extractor is unrelated to the auto_docstring annotations crash." + "reason": "Feature extractor argument bug vs auto-docstring annotations crash; unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig typing regression vs LlamaConfig head_dim validation; different issues." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "PyTorch-not-found import error and MLflow failed-job reporting are unrelated." + "reason": "Import-time dependency failure vs MLflow reporting bug; unrelated." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow reporting and embedding reinitialization during post_init are different bugs." + "reason": "Failed-training tracking bug vs embedding resize/post_init reinit bug; unrelated." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5-MoE from_pretrained failure." + "reason": "Tokenizer config metadata bug vs Qwen3.5 MoE loading error; unrelated." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "FP8 save_pretrained and max_shard_size default behavior are unrelated." + "reason": "Tokenizer loading regression vs flash-attention generation bug; unrelated." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation issue are different failures." + "reason": "FP8 save_pretrained vs shard-size question; not a duplicate bug." } ] }, @@ -12198,10 +12150,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:22355", "issue:28218", @@ -12255,9 +12207,9 @@ "issue:43232|issue:45834", "issue:44263|issue:45092", "issue:43761|issue:46082", + "issue:44483|issue:45406", "issue:44373|issue:44485", "issue:44295|issue:44623", - "issue:44483|issue:45406", "issue:44263|issue:44360", "issue:44514|issue:45103", "issue:43723|issue:44871", @@ -12265,9 +12217,9 @@ "issue:45092|issue:45357", "issue:42907|issue:46050", "issue:43723|issue:44991", - "issue:44261|issue:45092", "issue:44829|issue:46002", "issue:43723|issue:44442", + "issue:44261|issue:45092", "issue:41628|issue:43824", "issue:42831|issue:45310", "issue:43479|issue:44913", @@ -12277,223 +12229,220 @@ "issue:42757|issue:45278", "issue:42886|issue:42994", "issue:43232|issue:45593", - "issue:43756|issue:44060", "issue:42831|issue:45753", + "issue:43756|issue:44060", "issue:42886|issue:43066", "issue:22355|issue:28218" ], - "prepared_review_unit_hash": "4adf4f2aa035c84a4bc1e0c1ced91139fa229a91e09b44059438ec7c368a3f74", + "prepared_review_unit_hash": "6697ae0b1dbf9784c8b78b8df4f1319ea58b05d6f37dab41457a259e16930108", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35476, - "estimated_input_tokens": 8869, - "estimated_eval_tokens": 17994 + "serialized_chars": 35478, + "estimated_input_tokens": 8870, + "estimated_eval_tokens": 17996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated Transformers issues. The only clear duplicate pocket is around v5 AutoTokenizer/tokenizer loading regressions; everything else is too far apart in code path and failure mode to merge.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43723 is the broadest tokenizer-loading regression in the set and best serves as the umbrella for the related v5 AutoTokenizer failures.", + "summary": "This cluster is mostly a set of unrelated Hugging Face/Transformers issues that only look superficially similar by shared keywords (tokenizer, import, save/load, config). I found no soft pairs that clearly describe the same underlying bug or change, so all candidate edges should be rejected. The most representative issue is the broad tokenizer-loading regression report.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43723 is the broadest and most central description of the recurring tokenizer-loading regression theme, so it is the best canonical issue for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the most representative and actionable issue here: it targets the shared tokenizer-loading path that also explains the accepted related reports.", + "best_issue_reason": "issue:43723 is the best overall representative because it captures the widest recurring user-facing failure mode (tokenizer loading in v5) without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Different code paths: generation kwargs sync behavior vs a long-OCR index error in Kosmos2.5." + "reason": "Different failures: generation kwargs handling vs Kosmos2.5 OCR length/index error." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GLM DSA indexer tensor-splitting bug is unrelated to remote-code checkpoint/meta-initialization incompatibility." + "reason": "Unrelated models/code paths: GlmMoeDsaIndexer split behavior vs InternVL2 meta-initialization incompatibility." }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "Different models and failures: CLIP hidden_states regression vs LlamaConfig head_dim validation." + "reason": "Different components: CLIP vision forward hidden states vs LlamaConfig head_dim validation." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different runtime surfaces: chat-completions API rejection vs Gemma4Processor missing _tokenizer." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A docstring typo is not the same as a RoPE implementation bug." + "reason": "A docstring issue is not the same bug as a GLM-5 RoPE implementation problem." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer reading error and processor.save_pretrained missing files are separate issues." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "Both are service-facing crashes, but the chat-completions API rejection and Gemma4Processor _tokenizer crash are different bugs." + "reason": "Buffer/position_ids access error and processor.save_pretrained file omission are distinct issues." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention DSA/GLM components, but one is tensor splitting and the other is a missing ReLU; not the same underlying defect." + "reason": "Both mention DSA/GLM components, but one is a split-return issue and the other is a missing ReLU; not the same bug." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Processor apply_chat_template batching crash and auto-docstring future-annotations crash are unrelated." + "reason": "Qwen2_5_VL batched chat_template crash is unrelated to auto_docstring failures with future annotations." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Both are tokenizer/config regressions, but loading failure and eos_token_id mismatch are different code paths." + "reason": "Both are tokenizer-related, but one is a generic v5 loading regression and the other is a Gemma eos_token_id mismatch." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated symptoms." + "reason": "Sentence Transformers loading stall and SigLIP2 zero probabilities are different failures." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both touch multimodal model persistence, but remote-code meta-init incompatibility and incorrect visual encoder keys are distinct failures." + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is not the same as incorrect visual encoder keys on save_pretrained." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both concern quantized model saving, but dequantized Ministrals/Devstrals saving and sinq round-trip breakage are not the same bug." + "reason": "Both concern quantized models, but one is dequantized model saving and the other is sinq save/load breakage; too different to merge." }, { "left": "issue:43723", "right": "issue:44991", - "accept": true, - "reason": "Same underlying v5 tokenizer-loading regression: AutoTokenizer/from_pretrained fails to load tokenizers." - }, - { - "left": "issue:44261", - "right": "issue:45092", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to old InternVL2 checkpoint meta-initialization failure." + "reason": "Both involve tokenizer loading in v5, but the titles suggest a broad framework regression vs a specific model checkpoint failure; not enough to treat as the same bug." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash-attention training degeneration and NaNs on checkout/init are separate training stability problems." + "reason": "Degenerate training with flash_attention_3 is unrelated to NaNs after checkout/init." }, { "left": "issue:43723", "right": "issue:44442", - "accept": true, - "reason": "Same concrete failure class: AutoTokenizer/from_pretrained cannot load a tokenizer under v5." + "accept": false, + "reason": "AutoTokenizer failing for FastSpeech2ConformerTokenizer is a specific model import/load problem, not clearly the same as the generic v5 tokenizer-loading issue." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision mismatch is unrelated to InternVL2 meta initialization." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they are different missing exports/classes and likely different fixes." + "reason": "Both are import errors, but for different symbols and likely different missing-export causes." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 from_pretrained failure are unrelated." + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 Moe from_pretrained errors are different problems." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Different config bugs in different models: default subconfig initialization vs rotary_pct not persisting on reload." + "reason": "Phi4MultimodalConfig None-handling and GPTNeoXConfig rotary_pct reload behavior do not match." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Tensor-splitting logic and a position_ids docstring typo do not share the same underlying bug." + "reason": "torch.split return-value handling and a wrong docstring are not the same underlying change." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy regression and Qwen3-VL-Moe loading bug are unrelated." + "reason": "Different model families and failure modes: FP8 accuracy vs Qwen3-VL-Moe bug." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Tokenizer offset_mapping corruption and missing BOS/EOS insertion are different tokenizer behaviors." + "reason": "Both are tokenizer bugs, but one is offset_mapping and the other is add_special_tokens/BOS-EOS behavior; not the same defect." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A specific missing huggingface_hub symbol is too different from a broad 'many import errors' report to treat as the same bug." + "reason": "A specific huggingface_hub import error is not the same as a broad upgrade-related import breakage report." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline cache tokenizer loading and quantized model saving failures are unrelated." + "reason": "Offline tokenizer cache loading and quantized model saving failures are unrelated." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation sync_gpus handling and D-FINE auxiliary-loss behavior are unrelated code paths." + "reason": "Generation kwarg updates after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "RoPE-layer truncation in Smollm3 and Qwen3-Next tied-weights warning bug are different model-configuration issues." + "reason": "FineGrainedFP8 accuracy regression and Qwen3_5 image infinite-loop behavior are different code paths." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3_5 infinite loop on a specific image are unrelated." + "reason": "Smollm3 RoPE-layer drop and Qwen3-Next tied-weights warning are distinct model/config issues." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type in v5 are different tokenizer bugs." + "reason": "Offline cache-tokenizer loading and tokenizer decoder-type mismatch are different tokenizer regressions." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "ONNX import failure and extra-space added-token behavior are unrelated." + "reason": "No module named transformers.onnx is unrelated to added-token spacing behavior." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: most pairs are clearly different bug classes by title, and the only accepted pocket around issue:43723 is conservatively justified by the repeated v5 AutoTokenizer/tokenizer-loading failures in related issues. No soft-edge verdict overstates the evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12505,10 +12454,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:28218", "issue:30990", @@ -12560,25 +12509,25 @@ "issue:46132" ], "soft_pairs": [ + "issue:44671|issue:46132", "issue:43576|issue:43784", "issue:43122|issue:44521", - "issue:44671|issue:46132", - "issue:44117|issue:44704", "issue:43646|issue:46002", - "issue:42371|issue:44263", + "issue:44117|issue:44704", "issue:30990|issue:33357", + "issue:42371|issue:44263", "issue:44295|issue:44297", - "issue:41628|issue:45278", "issue:43232|issue:44743", + "issue:41628|issue:45278", "issue:44704|issue:45290", "issue:42907|issue:44945", - "issue:44261|issue:44373", - "issue:43784|issue:45600", "issue:43122|issue:44514", + "issue:43784|issue:45600", "issue:39401|issue:44488", + "issue:44261|issue:44373", "issue:43976|issue:44945", - "issue:42907|issue:43937", "issue:43408|issue:43475", + "issue:42907|issue:43937", "issue:44360|issue:44485", "issue:39401|issue:44521", "issue:44625|issue:44829", @@ -12588,231 +12537,231 @@ "issue:28218|issue:30990", "issue:44038|issue:44295", "issue:43122|issue:44779", + "issue:42907|issue:43452", "issue:43824|issue:44351", "issue:36296|issue:43116", - "issue:42907|issue:43452", "issue:44038|issue:44222" ], - "prepared_review_unit_hash": "2c850dcd099f1268bb1adad679c7221ad5529b907b6a99ab34e245910b5a0da5", + "prepared_review_unit_hash": "d9f79878ca7487ab5e8fcdcffdb91f83ac9140f030411006eba359d4309fb846", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36786, - "estimated_input_tokens": 9197, - "estimated_eval_tokens": 18650 + "serialized_chars": 36790, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs only share a broad subsystem (tokenizers, generation, imports, multimodal models, or v5 regressions) but not the same concrete bug or change. I would not merge any of the soft edges as duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "If one issue must anchor the cluster, #43122 is the broadest tokenizer-regression report and is the closest fit to the few tokenizer-related items, but the set is too mixed to be a true duplicate cluster.", + "summary": "The candidate pairs are mostly semantically related only at a very broad subsystem level; none look like the same concrete underlying bug or change, so this cluster is not a true duplicate set.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated tokenizer, import, model-loading, training, and generation bugs.", "canonical_pr_reason": null, - "best_issue_reason": "#43122 is the best single issue to represent the cluster because it describes a concrete version-regression in tokenization behavior, which is the most recurring theme among the candidates.", + "best_issue_reason": "No single issue is a good global representative for this cluster because the soft pairs are not duplicates and do not share one concrete code-path problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "Different areas: masked LM predictions vs AttentionInterface.register behavior." + }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Different problems: broken transformers env command vs a sentence-transformers import NameError." + "reason": "CLI/env command issue vs import-time NameError in sentence-transformers." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Both involve tokenization, but one is a version-to-version tokenization change and the other is assistant_masks being all zero in multimodal chat templates." + "reason": "Tokenizer output drift across versions vs multimodal assistant_mask bug." }, { - "left": "issue:44671", - "right": "issue:46132", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Masked-LM prediction bug in CamemBERT is unrelated to AttentionInterface.register changing function behavior." + "reason": "Custom model init breakage vs NaNs in classification heads; not the same failure." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling is a from_pretrained mapping bug, while the other is AutoProcessor kwargs propagation to cached_file." + "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor kwargs propagation." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Custom model initialization breakage is a different failure mode from NaNs in classification heads after checkout/init." + "reason": "Loading hang vs Mac bus error; unrelated symptoms and code paths." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API-setting guidance is unrelated to the GlmMoeDsaIndexer torch.split return-value issue." - }, - { - "left": "issue:30990", - "right": "issue:33357", - "accept": false, - "reason": "Loading hang in sentence-transformers is not the same bug as a MacOS bus error with a CLIP model." + "reason": "TF32 settings API vs torch.split behavior in a GLM indexer." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save_pretrained affect different code paths." + "reason": "position_ids buffer/read issue vs tokenizer_class mismatch on save." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "A specific missing AutoImageProcessor import is not the same as many unrelated import errors after upgrading." + "reason": "Generation kwargs sync issue vs recurrent-state reset bug in a different model file." }, { - "left": "issue:43232", - "right": "issue:44743", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Generation kwargs sync bug and Qwen3.5 recurrent-state reset are different generation paths and symptoms." + "reason": "Specific AutoImageProcessor import failure vs a broader set of import errors after upgrade." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Passing kwargs to cached_file is unrelated to chat-template crashes with tool-call assistant messages." + "reason": "cached_file kwargs forwarding vs apply_chat_template crash on tool-call messages." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is a save/load bug, not a pipeline-parallelism output bug." + "reason": "Dequantized save_pretrained bug vs incorrect output under pipeline parallelism." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Missing rms_norm_eps in MLA config and a wrong position_ids docstring are not the same underlying issue." + "reason": "General tokenization change vs batched apply_chat_template padding crash." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Sentence-transformers import failure is unrelated to stale auto_mappings references breaking CI." + "reason": "Import NameError in downstream package vs removed config references in auto_mappings." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "These are both tokenizer-related, but one is general tokenization regression and the other is batched apply_chat_template crashing with padding=False." + "reason": "Qwen3 offset_mapping bug vs model loading failure for a different checkpoint." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Qwen3 offset_mapping is a tokenizer alignment bug, while loading cjvt/sleng-bert is a model loading issue." + "reason": "RMS norm epsilon precision bug vs incorrect docstring; not the same issue." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility in 5.1.0 is unrelated to incorrect LLM output under pipeline parallelism." + "reason": "Python version compatibility problem vs pipeline-parallel output corruption." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Model save failure for dequantized models is different from invalid GenerationConfig for GLM-5." + "reason": "sam3_video vs sam3_tracker warning mismatch and missing attribute error are different bugs." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "A model-type mismatch warning is not the same bug as a missing fpn_position_embeddings attribute." + "reason": "Saving dequantized models vs invalid GenerationConfig for GLM-5." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." + "reason": "DSA indexer activation question vs GLM-5 RoPE implementation bug." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Both involve tokenizer behavior, but offset_mapping corruption and multimodal assistant_masks are different outputs and code paths." + "reason": "Qwen3 tokenizer offset mapping vs multimodal assistant masks; different tokenization failures." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to degenerate training with flash_attention_3." + "reason": "num_labels propagation vs flash_attention_3 training degeneration." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Empty multi-label classification results in an example script are not the same as missing mm_token_type_ids defaults for Gemma 4 fine-tuning." + "reason": "Example script classification bug vs Gemma 4 token-type id defaulting." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized models and loading Phi-4 multimodal instruct are separate model lifecycle bugs." + "reason": "Saving dequantized models vs loading a specific multimodal model." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading issues are unrelated to tokenizer_class being written incorrectly on save_pretrained." + "reason": "Qwen3-VL-Moe model bug vs tokenizer_class metadata mismatch." }, { "left": "issue:28218", "right": "issue:30990", "accept": false, - "reason": "Extra-space tokenization bug and loading hang have no common failing code path." + "reason": "Tokenizer added-space bug vs sentence-transformers loading hang." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe loading and position_ids buffer access are unrelated issues." + "reason": "Qwen3-VL-Moe issue vs position_ids buffer access error." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different symptoms; not the same concrete bug." + "reason": "Different tokenizer regressions affecting different models and outputs." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save issue vs gguf_file loading breakage." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import and missing HybridCache import are separate import/export regressions." + "reason": "Different missing-import names and likely different export gaps." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug is unrelated to multi-label classification returning empty results." - }, - { - "left": "issue:42907", - "right": "issue:43452", - "accept": false, - "reason": "Dequantized save_pretrained failure and gguf_file breaking from_pretrained are different loading/saving paths." + "reason": "Tensor parallel training bug vs classification example returning empty results." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe model issues are not the same as FP8 save_pretrained problems, even if both mention MoE." + "reason": "Qwen3-VL-Moe bug vs FP8 save_pretrained issue; unrelated." } ] }, @@ -12831,10 +12780,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:22355", "issue:29127", @@ -12887,16 +12836,16 @@ "soft_pairs": [ "issue:45216|issue:45478", "issue:42757|issue:44351", - "issue:43784|issue:45446", "issue:43278|issue:44945", + "issue:43784|issue:45446", "issue:22355|issue:29159", "issue:43122|issue:44977", - "issue:42673|issue:45072", "issue:43493|issue:45753", "issue:38617|issue:45278", + "issue:42673|issue:45072", "issue:43066|issue:44779", - "issue:43992|issue:44704", "issue:22355|issue:29127", + "issue:43992|issue:44704", "issue:43937|issue:44485", "issue:43611|issue:46002", "issue:43976|issue:45446", @@ -12911,212 +12860,205 @@ "issue:45083|issue:45446", "issue:43937|issue:45563", "issue:44380|issue:46077", - "issue:33453|issue:39401", "issue:43827|issue:45446", - "issue:39401|issue:44779" + "issue:33453|issue:39401" ], - "prepared_review_unit_hash": "a61d0c5bbfb8b43a327660a7c5828761a47f675b45fbab3bd67a9d5537c220ec", + "prepared_review_unit_hash": "2f5c3590549a29bf0f2bc24263a1bb2e7363b8cda9a77307c3f427bad7392990", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35397, - "estimated_input_tokens": 8850, - "estimated_eval_tokens": 17956 + "soft_pair_count": 28, + "serialized_chars": 35097, + "estimated_input_tokens": 8775, + "estimated_eval_tokens": 17806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose similarity group of mostly unrelated Transformers issues. The pairs often share broad themes like v5 regressions, tokenization, or import failures, but they describe different concrete code paths and should not be deduplicated.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set and best matches the cluster\u2019s loose theme of v5 breakages/import regressions, even though it is not a true duplicate of the others.", + "summary": "The cluster is highly heterogeneous: most pairs are superficially similar version-regression or import/tokenizer issues, but they affect different code paths and should not be deduped. No soft pair looks like the same concrete bug/change.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45278 is the broadest umbrella candidate, covering a general Transformers v5 upgrade/import-regression pattern that subsumes several import-related reports more naturally than the model-specific or feature-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 has the clearest high-level framing for an umbrella cluster, but it is still too broad to represent the other reports as duplicates.", + "best_issue_reason": "issue:45278 is the best representative issue because it is the most general, cross-cutting regression report in the set; the rest are mostly narrow, unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is a save_pretrained checkpoint regression and the other is a from_pretrained load error; different code paths." + "reason": "Both involve Qwen3.5 and recent v5 regressions, but one is about save_pretrained checkpoint contents and the other about from_pretrained loading; different failure modes and code paths." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages." + "reason": "Both are import errors, but they concern different missing symbols from different packages; not the same bug." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Sentence-transformers import failure vs a flex_attention version check bug; unrelated causes." + "reason": "BF16/FP32 dtype drift in eval is unrelated to incorrect output under pipeline parallelism." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43784", + "right": "issue:45446", "accept": false, - "reason": "Training/eval dtype mismatch is unrelated to wrong outputs under pipeline parallelism." + "reason": "A missing nn import in sentence-transformers is unrelated to a PyTorch version gate in flex_attention." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "onnx module import failure vs slow/fast tokenizer inconsistency; different problems." + "reason": "One is a missing module import, the other is tokenizer behavior inconsistency." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Tokenizer behavior regression vs flash-attention generation failure; not the same bug." - }, - { - "left": "issue:42673", - "right": "issue:45072", - "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3 loading is unrelated to bfloat16 dtype mismatches in CI." + "reason": "Different tokenization output vs generation failure; no shared concrete code-path bug." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different model-specific multimodal issues with no clear shared failing code path." + "reason": "Both are vision/model correctness issues, but they involve different models and symptoms; too broad to merge." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Specific missing import vs broad import-error umbrella; related theme, not duplicate." + "reason": "Specific missing symbol import versus a broad upgrade-wide import breakage report; not the same underlying defect." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer decoder type regression and Deepseek tokenization errors are distinct model/path failures." + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to dtype mismatch in bfloat16 inference." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "UMT5 weight loading issue vs AutoProcessor kwargs forwarding bug." + "reason": "Both are tokenizer regressions, but one is decoder type selection and the other is Deepseek tokenization correctness; different bugs." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Different subsystems: ONNX import path vs LayoutLMv3 error messaging." + "reason": "Completely different problems: missing module import vs unclear error messaging in layoutlmv3." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "A missing embed_tokens weight during UMT5Encoder load is unrelated to AutoProcessor not forwarding kwargs." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Invalid GenerationConfig vs GLM-5 RoPE discussion; separate issues." + "reason": "GenerationConfig validation failure and RoPE implementation discussion are distinct issues." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Base-model-prefix loading regression vs NaNs in classification heads after init/checkpointing." + "reason": "Base_model_prefix loading regression is unrelated to NaNs in classification heads after checkout/init." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version support regression vs PyTorch version check bug; unrelated." + "reason": "These are different version-compatibility problems in different subsystems; not a duplicate." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "vitpose import/model breakage vs FlashAttention failure for Ministral-3; different model code paths." + "reason": "Vitpose import/model breakage and Ministral-3 FlashAttention failure are unrelated." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example script multi-label issue vs SigLIP2 implementation discrepancy." + "reason": "Example script multi-label output issue is unrelated to SigLIP2 HF/JAX discrepancy." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 settings API migration is unrelated to GLM46V multimodal token counting." + "reason": "TF32 settings guidance and a missing image-patch method are unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD arguments ignored and evaluate-after-train failure are separate trainer bugs." + "reason": "SGD argument handling and trainer.evaluate() after train() are separate training bugs." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer-state bug vs missing GenerationMixin cache during chunked prefill." + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache in chunked prefill." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3 variants, but one is a general model bug and the other is a from_pretrained regression; not the same fix." + "reason": "Both mention Qwen3-family v5 regressions, but one is a Qwen3-VL-Moe bug and the other is a Qwen3.5 from_pretrained error; different model/code paths." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "save_pretrained writes wrong visual encoder keys, while 45478 is a load-time from_pretrained error." + "reason": "Both are Qwen3.5 save/load regressions, but one is incorrect visual encoder key saving and the other is a from_pretrained failure; not the same fix." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script classification output bug vs misleading pipeline error message; different areas." + "reason": "Example-script classification output and pipeline error messaging are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Qwen3_omni_moe feature-length helper issue vs flex_attention import version-check bug." + "reason": "A feature-extraction length helper issue is unrelated to a version-check import problem." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation and stale num_return_sequences warning are distinct generate() issues." + "reason": "GenerationConfig invalidation and stale num_return_sequences warning are different generate()-path issues." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Different attention/masking regressions in different models; too broad to merge." - }, - { - "left": "issue:33453", - "right": "issue:39401", - "accept": false, - "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping bug; not the same concrete failure." + "reason": "Both touch attention behavior, but they affect different models and different configuration semantics; not mergeable as one bug." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() vs PyTorch version gating; unrelated." + "reason": "Docs still referencing pipeline() and a flex_attention import/version check are unrelated." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms." + "reason": "Tokenizer loading regression and Qwen3 wrong offset_mapping are different tokenizer bugs." } ] }, @@ -13135,10 +13077,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:38617", "issue:39401", @@ -13171,6 +13113,7 @@ "issue:44483", "issue:44484", "issue:44496", + "issue:44779", "issue:44829", "issue:44933", "issue:44977", @@ -13190,6 +13133,7 @@ ], "soft_pairs": [ "issue:44117|issue:45588", + "issue:39401|issue:44779", "issue:42673|issue:43906", "issue:43937|issue:44977", "issue:44466|issue:46002", @@ -13202,218 +13146,224 @@ "issue:44410|issue:45310", "issue:44829|issue:45216", "issue:39401|issue:43421", + "issue:42617|issue:45341", "issue:42673|issue:43582", "issue:44484|issue:45310", - "issue:42617|issue:45341", "issue:42371|issue:44261", - "issue:44933|issue:45278", "issue:42490|issue:42673", + "issue:44933|issue:45278", "issue:43408|issue:43742", - "issue:42222|issue:45542", "issue:38617|issue:44220", + "issue:42222|issue:45542", "issue:43937|issue:44496", + "issue:44483|issue:45464", "issue:42175|issue:42222", "issue:43066|issue:43122", - "issue:44483|issue:45464", "issue:42371|issue:42831", "issue:43012|issue:43577" ], - "prepared_review_unit_hash": "397a20173f97075328bd2a4b7d29f83c1af2fb028f1be57c3cf5dc6006cac533", + "prepared_review_unit_hash": "932e99d461fd7296c7594289b261eb7e6dbd8434bc091858d56dba8474eb0abb", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35426, - "estimated_input_tokens": 8857, - "estimated_eval_tokens": 17970 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36288, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are separate import/config/tokenization/model-specific regressions, not duplicates of one another. No soft pair appears to be the same concrete bug/change, so none are merged.", + "summary": "The cluster is heterogeneous, with a loose concentration of tokenizer/v5 regression reports, but none of the soft pairs look like true duplicates of the same underlying bug or change.", "confidence": 0.86, - "canonical_issue_reason": "issue:45278 is the broadest and most representative report in the set ('Many import errors after update from 4.57.0 to 5.5.0'), capturing the main recurring regression theme better than the narrower one-off model/API bugs.", + "canonical_issue_reason": "Issue 43122 is the clearest representative of the recurring tokenizer-regression theme: it is version-bounded, user-visible, and broad enough to anchor the cluster better than the narrower import/backend/model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it has the widest user impact and most generic failure mode among the listed issues.", + "best_issue_reason": "43122 is the strongest standalone issue here because it describes a concrete cross-version tokenization regression with broad impact and a clear reproduction surface.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Both involve tokenizer-related code, but one is a missing mapping fallback and the other is a flash-attention crash on sink-less models; different code paths and symptoms." + "reason": "Tokenizer mapping None handling is unrelated to a video-model crash in flash_attention.py." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different models and behaviors: offset mapping vs changed tokenization output." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "Same model family is not enough here: VRAM leakage in multithreaded dataloaders is unrelated to an isolated reproduction of another issue." + "reason": "A Qwen3 VRAM leak is not the same as an isolated reproduction of a different prior issue." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Different models and failures: invalid GenerationConfig for GLM-5 versus flash-attention generation problems for Qwen3.5." + "reason": "GenerationConfig validation failure is a different failure mode from flash-attention generation issues." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Inconsistent lm_head serialization/tied-weights behavior is unrelated to NaNs in classification heads during checkout/init." + "reason": "Serialization inconsistency and NaNs on checkout/init are different model-state bugs." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "One is an unexpected init_empty_weights argument error; the other is a PretrainedConfig type-checking regression. Same release, different bug." + "reason": "Unexpected init argument handling is distinct from PreTrainedConfig type-checking regressions." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape handling and missing-torchvision AutoProcessor crash are separate preprocessing issues." + "reason": "Batched video-processor shape errors are different from torchvision-missing import crashes." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A dependency minimum-version bump and a flex_attention PyTorch version check bug are not the same underlying change." + "reason": "A dependency version bump issue is unrelated to a PyTorch version guard bug." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both mention testing_utils, but one is a generic bug while the other is a specific xdist race on captured_info.txt; not the same concrete defect." + "reason": "A small testing-utils bug is not the same as a pytest-xdist file-race condition." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different modules; no shared failure mechanism is evident." + "reason": "Both are import errors, but for different missing symbols and likely different code paths." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None and Mistral regex patch crashing on backend_tokenizer are different tokenizer internals bugs." + "reason": "Tokenizer mapping fallback logic is unrelated to the Mistral regex patch crash." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different model families and surfaces: missing projections in qwen3next versus a from_pretrained error for Qwen3.5 MoE." + "reason": "Missing Qwen3Next projections and Qwen3.5 from_pretrained errors are different model-loading problems." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention 3 training degeneration and Qwen3.5 save_pretrained checkpoint corruption are distinct regressions." + "reason": "Flash-attention training degeneration is not the same as incorrect save_pretrained checkpoint serialization." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Wrong offset_mapping and stale post-processor updates after runtime special-token edits are both tokenizer issues, but not the same bug." + "reason": "Offset mapping bugs and runtime special-token post-processor updates are different tokenizer subsystems." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A script execution failure is unrelated to a testing-utils bug." }, { "left": "issue:42673", "right": "issue:43582", "accept": false, - "reason": "A Qwen3.5 multithreading VRAM leak and an Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "VRAM leakage in dataloader threads is unrelated to Apple Silicon allocator warmup TypeError." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "A chat/completions API rejection and a Qwen3.5 from_pretrained error are different layers of the stack and different failure modes." + "reason": "Chat/completions API request rejection and Qwen3.5 MoE from_pretrained failure are different surfaces." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "A runtime failure in 3d_parallel.py is not the same as a small testing_utils bug." + "reason": "TF32 API guidance and MLA RMS norm precision are unrelated issues." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:42490", + "right": "issue:42673", "accept": false, - "reason": "Both mention precision/norm settings, but TF32 API guidance and missing rms_norm_eps causing MLA precision drift are separate issues." + "reason": "Local-path import warnings are not the same as a model VRAM leak." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A missing image_utils import is a specific export bug; the other is a broad umbrella report about many import errors after upgrading." + "reason": "A specific missing import and broad version-upgrade import failures overlap only superficially." }, { - "left": "issue:42490", - "right": "issue:42673", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Trailing-slash local-model import warnings are unrelated to the Qwen3.5 VRAM leak." + "reason": "A wrong model-type warning is not the same as a key error when loading a specific model." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "A sam3_video vs sam3_tracker type warning is not the same as a key error loading MobileLLM-125M." + "reason": "A missing import in configuration_utils is unrelated to _torch_extract_fbank_features behavior." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose breakage and missing TensorFlow backend due to tensorboard-only install are unrelated failures." + "reason": "Broken vitpose models and a TensorBoard/TensorFlow backend packaging issue are different areas." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "ImportError for layer_type_validation and an _torch_extract_fbank_features issue affect different subsystems." + "reason": "Invalid GenerationConfig and unrecognized model/config.json errors are separate load-time failures." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Invalid generation config and unrecognized model/config.json errors are both config-related, but they are different concrete bugs." + "reason": "Chat/completions API compatibility and streaming inference failures on Qwen3.5 are not the same bug." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "A packaging/dependency backend issue is not the same as VitPose model breakage." + "reason": "Missing TensorFlow in torch-only install is a packaging issue, not a model breakage in vitpose." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regression reports, but one is a decoder-type mismatch while the other is a broader tokenization-difference complaint; not enough evidence for one underlying bug." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Both touch chat/completions, but one is a general request acceptance failure while the other is a streaming inference failure on a specific model." + "reason": "Wrong decoder type and changed tokenization are related only broadly; they are different concrete regressions." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 behavior settings and FineGrainedFP8 accuracy problems are different numerical precision concerns." + "reason": "TF32 control API messaging is unrelated to FineGrainedFP8 accuracy regressions." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A PyTorch warning when compiling bfloat16 models and BLIP2 dtype staying float32 on load are related only by dtype, not by the same bug." + "reason": "A compile-time float32 warning for bfloat16 is distinct from BLIP2 dtype persistence during loading." } ] }, @@ -13432,10 +13382,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:38617", "issue:41628", @@ -13493,22 +13443,22 @@ "issue:44484|issue:45478", "issue:43097|issue:44493", "issue:41628|issue:45071", - "issue:44263|issue:44485", "issue:43874|issue:44261", - "issue:43012|issue:43408", + "issue:44263|issue:44485", "issue:45071|issue:45542", "issue:42222|issue:45459", + "issue:43012|issue:43408", "issue:43441|issue:44829", "issue:43931|issue:44410", "issue:43673|issue:46123", "issue:43931|issue:44038", - "issue:43335|issue:45071", "issue:43097|issue:43452", + "issue:43335|issue:45071", "issue:45003|issue:45341", "issue:43986|issue:45341", "issue:44117|issue:44987", - "issue:43408|issue:44368", "issue:43986|issue:44484", + "issue:43408|issue:44368", "issue:43874|issue:44263", "issue:43531|issue:45341", "issue:43986|issue:45372", @@ -13517,271 +13467,271 @@ "issue:43064|issue:44315", "issue:43097|issue:46050", "issue:43097|issue:45588", + "issue:44062|issue:44117", "issue:38617|issue:44351", "issue:44410|issue:45375", - "issue:44062|issue:44117", "issue:44038|issue:44410", "issue:43502|issue:43992", "issue:43097|issue:43873", "issue:44704|issue:45103", "issue:43986|issue:44117" ], - "prepared_review_unit_hash": "28a40a5bd06d662e4af6c3d2f9cca72c35fa8ad8277b3deeb8d934f9c26e78fb", + "prepared_review_unit_hash": "c8c735888c572405826505466e2a2cc00ffba410891547895bf64240e34557f7", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 39066, - "estimated_input_tokens": 9767, - "estimated_eval_tokens": 19790 + "serialized_chars": 39072, + "estimated_input_tokens": 9768, + "estimated_eval_tokens": 19792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft matches are mostly superficial: they share broad themes like imports, model loading, FlashAttention, or specific model families, but they do not point to the same concrete bug or change. I would not merge any of these pairs as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, + "summary": "The set is a grab bag of unrelated Transformers issues; none of the soft pairs look like the same underlying bug or change, so all proposed duplicate links should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items span unrelated import errors, model-specific regressions, training bugs, and config warnings.", + "canonical_pr_reason": "No PRs are present.", + "best_issue_reason": "issue:43097 is the best standalone anchor because it is a clear, user-facing regression report with some cross-references and a broad compatibility impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Different optimizer problems: unused SGD arguments vs double optimizer stepping under deepspeed." + "reason": "Both involve optimizers, but one is about unused SGD args and the other about double stepping under DeepSpeed; different code paths and fixes." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Unrelated areas: generation cache chunked_prefill bug vs a testing_utils issue." + "reason": "Chunked prefill cache behavior and a testing_utils bug are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Same family name only; one is missing Qwen3Next projections, the other is a from_pretrained loading error for Qwen3.5 MoE." + "reason": "Both are Qwen-family reports, but they concern different model variants and different failures (missing projections vs from_pretrained error)." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Max shard size question is unrelated to the Qwen3.5 MoE loading failure." + "reason": "Save sharding defaults and a Qwen3.5 MoE load failure are unrelated." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings warning is not the same as unexpected position-id keys." + "reason": "One is about a removed config option warning; the other is an unexpected position-id key issue. Not the same bug." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Different failures: missing AutoImageProcessor import vs PretrainedConfig type-checking regression." - }, - { - "left": "issue:44263", - "right": "issue:44485", - "accept": false, - "reason": "Both involve GLM, but one is torch.split return handling and the other is RoPE implementation." + "reason": "Different API breakages with different root causes: missing AutoImageProcessor export vs PretrainedConfig type checking." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different code paths: image processor helper missing a method vs MLA q_a_layernorm precision/config issue." + "reason": "Both affect multimodal/GLM-related models, but the failures are different: missing image-patch method vs RMS norm epsilon precision mismatch." }, { - "left": "issue:43012", - "right": "issue:43408", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "A bfloat16 precision warning is unrelated to a model-type mismatch warning." + "reason": "Same broad GLM area, but torch.split return handling and RoPE implementation are distinct code-path bugs." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type checking regression is unrelated to the TensorFlow backend detection problem." + "reason": "Type checking regression and tensorboard/TensorFlow backend initialization are unrelated." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "Vitpose model breakage is unrelated to tokenizer protobuf error masking." + "reason": "VitPose breakage and tokenizer protobuf error masking are different subsystems and symptoms." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Bfloat16 compile warnings and sam3_video/sam3_tracker model-type mismatch are unrelated." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention, but one is a load-time failure for Ministral-3 and the other is a training-degeneration bug under flash_attention_3." + "reason": "Both mention flash attention, but they concern different models and different outcomes; too broad to merge." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different model families and symptoms: Qwen3-VL weight shape mismatch vs Qwen3Next missing projections." + "reason": "Both are Qwen model loading issues, but one is a weight-shape mismatch and the other is missing layer projections; not the same concrete bug." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache during chunked_prefill is unrelated to final-partial-batch dropping in MaskGenerationPipeline." + "reason": "Cache missing in generation and final-batch dropping in a mask pipeline are unrelated." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Related Qwen family, but the bugs are different: weight-shape mismatch vs Qwen3-VL-MoE loading issues." + "reason": "Different Qwen3-VL variants and different load-time failures; not enough evidence of a single underlying bug." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "SwitchTransformers sparse-layer construction is unrelated to the PretrainedConfig typing regression." + "reason": "Config deprecation/warning vs GGUF loading failures are unrelated." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "Removed tie_embeddings warning is unrelated to gguf_file tokenizer/model loading breakage." + "reason": "SwitchTransformers sparse-layer construction and PretrainedConfig type checking are unrelated." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils has nothing to do with testing_utils." + "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video-model AutoProcessor crash without torchvision is unrelated to the testing_utils bug." + "reason": "AutoProcessor/video-model loading without torchvision and a testing_utils bug are unrelated." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling is not the same as loading physical-intelligence/fast failing on v5.1.0." + "reason": "Both are loading-related, but one is tokenizer mapping None handling and the other is a model-specific load failure; not the same issue." }, { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Different warning classes and model families: sam3_tracker mismatch vs tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + "reason": "Video processor dependency crash and max_shard_size default question are unrelated." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "AutoProcessor video-model crash is unrelated to the max_shard_size documentation/question issue." + "reason": "Different warnings with different causes: model-type mismatch vs tie_word_embeddings config warning." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing image-patch helper and torch.split return handling are different bugs in different GLM/Vision code paths." + "reason": "Different GLM subsystems and failures; no concrete duplicate signal." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils bug." + "reason": "Qwen3-MoE sliding_window behavior and a testing utility bug are unrelated." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Different processor-loading failures: missing torchvision vs missing ReasoningEffort import." + "reason": "Different missing-dependency import errors in different loading paths; not the same bug." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are ImportError reports, but for different removed/moved symbols from different packages." + "reason": "Both are import errors, but for different symbols and different packages/modules." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different GLM-related bugs: missing rms_norm_eps in MLA vs RoPE implementation concerns." + "reason": "Both mention GLM-family models, but the actual defects differ materially." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to Liger Kernel not being applied with model_init." + "reason": "Training-state corruption under FSDP2/PEFT and Liger Kernel not applied with model_init are different issues." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "A config warning about removed tie_embeddings is unrelated to quantized save/load breakage." + "reason": "Removed config warning and quantized save/load breakage are unrelated." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Tie-embeddings warning is unrelated to the flash_attention.py s_aux=None crash." + "reason": "Config removal warning and flash_attention crash on sink-less models are different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument collision and tokenizer mapping None handling are unrelated." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: layer_type_validation vs HybridCache." + "reason": "Both are missing-symbol import errors, but they involve different symbols and different import surfaces." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Qwen3Next missing projections and Qwen3.5MoeVisionConfig field dropping are different config/model bugs." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "Qwen-related config/model issues, but one is missing projections and the other is a silently dropped config field; not the same bug." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-family issues, but one is Qwen3-VL-MoE loading and the other is Qwen3Next layer projections." + "reason": "Different Qwen model families and different failure modes." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only network leakage is unrelated to UMT5Encoder missing embed_tokens.weight." + "reason": "Local-files-only network leakage and missing embed_tokens.weight during UMT5 loading are unrelated." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed tie_embeddings warning is unrelated to quantization/offloading behavior." + "reason": "Config deprecation warning and quantization offloading behavior are unrelated." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "cached_file kwargs forwarding is unrelated to auto_docstring crashes under postponed annotations." + "reason": "AutoProcessor cached_file kwargs forwarding and auto_docstring future-annotations crash are unrelated." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video AutoProcessor/torchvision loading crash is unrelated to tokenizer mapping None handling." + "reason": "Video AutoProcessor dependency crash and tokenizer mapping None are unrelated." } ] }, @@ -13800,17 +13750,16 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:36683", "issue:38617", "issue:42490", "issue:42757", "issue:42907", - "issue:42994", "issue:43012", "issue:43064", "issue:43066", @@ -13829,6 +13778,7 @@ "issue:43824", "issue:43825", "issue:43867", + "issue:43901", "issue:43906", "issue:43976", "issue:43986", @@ -13858,25 +13808,25 @@ "issue:43824|issue:43986", "issue:43066|issue:43906", "issue:43208|issue:43550", - "issue:43992|issue:44484", "issue:43825|issue:44655", + "issue:43992|issue:44484", "issue:43012|issue:43550", "issue:43012|issue:44368", "issue:43352|issue:44380", - "issue:42907|issue:44655", "issue:42907|issue:45753", + "issue:42907|issue:44655", "issue:43792|issue:46123", "issue:43352|issue:43976", - "issue:44380|issue:46132", "issue:44380|issue:45479", + "issue:44380|issue:46132", "issue:43064|issue:44380", "issue:44483|issue:44514", "issue:44222|issue:45478", "issue:36683|issue:43582", "issue:43208|issue:43526", "issue:43012|issue:44683", - "issue:42490|issue:43012", "issue:42757|issue:43824", + "issue:42490|issue:43012", "issue:43618|issue:43761", "issue:43618|issue:44380", "issue:44038|issue:44230", @@ -13887,241 +13837,241 @@ "issue:43299|issue:43867", "issue:36683|issue:43475", "issue:43299|issue:45753", - "issue:45276|issue:46077", - "issue:42994|issue:44655" + "issue:43901|issue:44655", + "issue:45276|issue:46077" ], - "prepared_review_unit_hash": "e9a28f144a8137f7b9a8ab06530a3332fcf6123a00280d4ecfcfbff89fa3be1d", + "prepared_review_unit_hash": "6a0801adadcd579850de8d28982e17b51538d58a275cd2fc363691793742d630", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37663, - "estimated_input_tokens": 9416, - "estimated_eval_tokens": 19088 + "serialized_chars": 37718, + "estimated_input_tokens": 9430, + "estimated_eval_tokens": 19116 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives: they share broad themes like import errors, saving/loading, or attention backends, but not the same concrete bug or code change. No pair is safe to merge as a duplicate.", - "confidence": 0.58, - "canonical_issue_reason": "No single canonical issue stands out; the cluster is heterogeneous and the soft pairs do not form a true duplicate set.", + "summary": "This cluster is mostly a set of unrelated Transformers bugs; the soft-similarity links are mostly superficial wording overlaps (imports, loading, compile, MoE, chat/template), not true duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44222 is the broadest representative of the only closely related theme here (Qwen3.5/MoE/FP8 model I/O regressions), even though the surrounding cluster is still largely heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44380 is the best standalone anchor because it is a concrete, well-scoped regression and sits in the most connected soft-similarity neighborhood among the candidates.", + "best_issue_reason": "issue:45478 is the most concrete, actionable regression report in the nearest theme, with a specific version boundary and a clear from_pretrained failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Different failures: missing class import vs AutoProcessor crash without torchvision." + "reason": "Both are load/import failures, but one is a missing model-class export and the other is a torchvision-dependent AutoProcessor crash; different root causes." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "No evidence of the same tokenizer bug; one is a decoder-type issue, the other is just a reproduction of another report." + "reason": "Tokenizer decoder-type regression vs an isolated reproduction of another issue; no shared concrete bug." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Unrelated models and symptoms: xLSTM training bugs vs Bamba torch.compile/SDPA failure." + "reason": "xLSTM training blockers vs Bamba torch.compile/SDPA failure; different models and failure modes." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Different save/load paths: missing embed_tokens weight vs max_shard_size behavior." + "reason": "Pipeline task-warning behavior vs save_pretrained persistence bug; unrelated functionality." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Pipeline task-message bug vs saving Pipeline objects; different underlying code paths." + "reason": "Missing encoder weight on from_pretrained vs a question about default shard size in save_pretrained; not the same issue." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Warning-only precision regression vs hard torch.compile failure on a different model path." + "reason": "PyTorch precision warning on bfloat16 compile vs a compile/SDPA failure in another model; different code paths." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Different warnings in different code paths: compile precision warning vs tie_word_embeddings warning." + "reason": "bfloat16 compile warning vs a tie_word_embeddings config warning; similar wording, different behavior." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different problems: unsupported Flash Attention 2.0 vs GPT2 attention scaling ignored under backends." + "reason": "FlashAttention 2 unsupported model vs GPT2 attention scaling ignored under backends; distinct attention bugs." }, { "left": "issue:42907", - "right": "issue:44655", + "right": "issue:45753", "accept": false, - "reason": "Both involve saving, but one is dequantized model saving and the other is Pipeline save_pretrained." + "reason": "Model save failure for dequantized Ministrals/Devstrals vs Qwen3_5 infinite-loop generation; unrelated symptoms." }, { "left": "issue:42907", - "right": "issue:45753", + "right": "issue:44655", "accept": false, - "reason": "Completely different bugs: saving dequantized models vs an image-triggered infinite loop." + "reason": "Dequantized-model save failure vs pipeline save_pretrained; same broad area but different objects and failure modes." }, { "left": "issue:43792", "right": "issue:46123", "accept": false, - "reason": "Whisper runtime failure and mask-generation partial-batch dropping are unrelated." + "reason": "Whisper runtime/load failure vs partial-batch dropping in MaskGenerationPipeline; unrelated bugs." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Different issues entirely: model/attention support vs Python-version compatibility." + "reason": "FlashAttention support error vs Python version compatibility problem; different causes." }, { "left": "issue:44380", - "right": "issue:46132", + "right": "issue:45479", "accept": false, - "reason": "Attention scaling under backends vs AttentionInterface.register changing callable behavior; not the same bug." + "reason": "Attention-scaling ignored in SDPA/FlashAttention vs degenerate zero-loss classification; not the same code path." }, { "left": "issue:44380", - "right": "issue:45479", + "right": "issue:46132", "accept": false, - "reason": "Different symptoms and scope: GPT2 backend scaling bug vs sequence-classification zero-loss bug." + "reason": "GPT2 backend scaling bug vs AttentionInterface.register behavior change; distinct API surfaces." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed optimizer-state corruption vs GPT2 attention scaling; unrelated failures." + "reason": "FSDP2/PEFT optimizer-state corruption vs GPT2 attention scaling; training-state bug vs inference attention bug." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat/completions API rejection vs processor batching crash; different layers and defects." + "reason": "OpenAI-compatible chat request rejection vs batched apply_chat_template crash; different layers of the stack." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Related MoE/fp8 terminology, but one is save_pretrained and the other is from_pretrained loading." + "reason": "Both touch Qwen3.5/MoE model I/O, but one is FP8 save_pretrained serialization and the other is a from_pretrained loading regression; too different to merge as duplicates." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Different errors: Gemma3Config missing vocab_size vs Apple Silicon TypeError in allocator warmup." + "reason": "Gemma3Config missing vocab_size vs Apple Silicon allocator TypeError; no overlap in subsystem or symptom." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Different subsystems: xLSTM training bugs vs BEiTImageProcessorFast label reduction." + "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction bug; unrelated models and code paths." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Both mention compilation, but one is a precision warning and the other is a flex_attention failure on new torch." + "reason": "bfloat16 compile warning vs compiled flex_attention failure on torch 2.9; different compile issues." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Local-path import warning with trailing slash vs bfloat16 compile warning; not the same issue." + "reason": "ImportError from huggingface_hub offline-mode helper vs missing Qwen2_5_VL export from transformers; different modules and failures." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Both are import errors, but for different modules and different missing symbols." + "reason": "Trailing-slash local model path warning vs bfloat16 compile warning; unrelated behavior." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but one drops attentions and the other hidden_states; no proof of one underlying fix." + "reason": "CLIP attentions missing vs CLIPVisionModel hidden_states regression; both CLIP, but different outputs and bugs." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Different models and outputs: CLIP output regression vs GPT2 attention scaling." + "reason": "CLIP output-field regression vs GPT2 attention scaling bug; unrelated code paths." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same model family, but one is a general v5 bug and the other is fp8 inference support; not the same change." + "reason": "Qwen3-VL-Moe loading bug vs FP8 inference support request; not the same concrete bug." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Different import/config bug vs local_files_only network-request bug." + "reason": "ImportError for layer_type_validation vs local_files_only still making requests; unrelated import vs networking behavior." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat endpoint acceptance failure vs apply_chat_template crash on tool-call messages." + "reason": "API request validation failure vs assistant-message/tool-call chat_template crash; different API surfaces." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Chat/completions request rejection and Qwen2.5-VL video position IDs are unrelated." + "reason": "OpenAI chat completion rejection vs Qwen2.5-VL video position-id bug; unrelated issues." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they concern different models and different implementation defects." + "reason": "Smollm3 RoPE-layer discrepancy vs GLM-5 RoPE implementation discussion; same broad topic only, not one bug." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Different loading failures: Qwen3-VL-Moe breakage vs sorted state_dict load error." + "reason": "Qwen3-VL-Moe loading breakage vs load failure when state_dict is sorted; different loading mechanics." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different missing-attribute bugs on different model outputs and different attributes." + "reason": "Gemma3Config missing vocab_size vs Sam3VisionEncoderOutput missing fpn_position_embeddings; different model families and missing fields." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Qwen3-VL-Moe loading regression vs Qwen3.5 image-induced infinite loop; unrelated." + "reason": "Qwen3-VL-Moe loading failure vs Qwen3_5 image infinite loop; same family but different failure type and code path." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Both Gemma4-related, but one is token embedding resize propagation and the other is attention-mask construction." + "reason": "Docs around return_all_scores vs pipeline save_pretrained bug; documentation mismatch vs persistence bug." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Quantized model save failure vs saving Pipeline objects; different save_pretrained code paths." + "reason": "Gemma4 embedding resize propagation bug vs bidirectional attention mask still causal; different model components and symptoms." } ] }, @@ -14140,10 +14090,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:36010", "issue:36296", @@ -14153,6 +14103,7 @@ "issue:42757", "issue:42890", "issue:42898", + "issue:42994", "issue:43010", "issue:43064", "issue:43066", @@ -14162,7 +14113,6 @@ "issue:43611", "issue:43618", "issue:43867", - "issue:43901", "issue:43931", "issue:43937", "issue:43976", @@ -14187,19 +14137,19 @@ "issue:45375", "issue:45381", "issue:45440", - "issue:45478", "issue:45561", "issue:45593", "issue:45850", + "issue:46002", "issue:46077", "issue:46082" ], "soft_pairs": [ - "issue:43901|issue:44655", + "issue:42994|issue:44655", "issue:36010|issue:42757", "issue:42898|issue:43066", - "issue:43352|issue:43937", "issue:44077|issue:44380", + "issue:43352|issue:43937", "issue:43867|issue:45216", "issue:36683|issue:44077", "issue:43611|issue:44655", @@ -14218,250 +14168,250 @@ "issue:43867|issue:45375", "issue:44355|issue:44855", "issue:41669|issue:44246", + "issue:42890|issue:45561", "issue:36683|issue:43064", "issue:44938|issue:45071", - "issue:42890|issue:45561", "issue:43867|issue:45357", "issue:43010|issue:45850", - "issue:43992|issue:45478", "issue:44938|issue:45381", "issue:43010|issue:43976", "issue:43618|issue:44077", + "issue:43992|issue:46002", "issue:42490|issue:44075", "issue:36296|issue:43575" ], - "prepared_review_unit_hash": "f7eb54917665c72d36ba16fcfd266f5363e4c8d5d68c66d1fcdfa8699d9ec876", + "prepared_review_unit_hash": "ce92a2a9228fbba8417e8788b8fff1ba7e29b1a017132795268f4c4d9793fc92", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37417, - "estimated_input_tokens": 9355, - "estimated_eval_tokens": 18966 + "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": "This cluster is mostly a loose bundle of Transformers v5 regressions and unrelated model/config issues. The best umbrella issue is the broad post-upgrade import-regression report, but none of the soft-edge pairs look like the same concrete bug/change.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45278 is the broadest representative of the recurring v5 upgrade/import-breakage theme; it reads like an umbrella report rather than a narrow one-off symptom.", + "summary": "This cluster is heterogeneous: most items are distinct model-specific regressions, import breakages, or test/perf issues that only share broad Transformers-v5-era symptoms. I do not see any soft pair that is the same underlying bug, so all soft edges should be rejected. The best representative issue is the broad umbrella report about v5 breaking many models.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report and best summarizes the shared v5 breakage theme across multiple models; it is the most representative issue in an otherwise mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most useful global representative for the cluster because it captures the shared \u2018after upgrade to v5, imports break\u2019 pattern better than the model-specific reports.", + "best_issue_reason": "issue:45850 is the most useful cluster representative because it captures the general regression class rather than a single model- or config-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43901", + "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Docs wording about return_all_scores vs a save_pretrained pipeline serialization bug; different API surfaces and failure modes." + "reason": "Both involve saving, but one is quantized model save failure and the other is Pipeline.save_pretrained; different objects and failure modes." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different packages ('GenerationMixin' vs 'is_offline_mode')." + "reason": "Both are import errors, but for different symbols/modules and different dependency breakages." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "Tokenization cleanup behavior change and tokenizer decoder type are unrelated regressions." + "reason": "Both touch v5 tokenization behavior, but one is cleanup-space semantics and the other is tokenizer decoder type; not the same bug." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:44077", + "right": "issue:44380", "accept": false, - "reason": "Flash Attention support error vs invalid GenerationConfig; different code paths and fixes." + "reason": "Unrelated issues: one is about patchtsmixer post_init policy, the other about GPT2 attention scaling under SDPA/FlashAttention." }, { - "left": "issue:44077", - "right": "issue:44380", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Both involve ignored settings, but one is optimizer args and the other is attention scaling under SDPA/FlashAttention; not the same bug." + "reason": "Different code paths: Flash Attention support gating for Nemotron vs GenerationConfig validation for GLM-5." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Generic load failure when state_dict is sorted vs Qwen3.5 save_pretrained producing incorrect checkpoints; different directions and causes." + "reason": "Both involve loading/saving checkpoints, but one is state_dict ordering and the other is Qwen3.5 save_pretrained regression." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Missing Gemma3Config vocab_size and ignored SGD args are unrelated." + "reason": "Different models and different issues; only a superficial config-related similarity." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "base_model_prefix loading regression and Pipeline save_pretrained failure are separate serialization problems." + "reason": "Model loading with base_model_prefix vs saving Pipeline objects are separate behaviors." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "num_labels propagation and Gemma4 bidirectional attention masking are different model config bugs." + "reason": "Different models and different semantics: num_labels propagation vs Gemma4 attention mask construction." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are interpreter/version compatibility reports, but for different Python versions and different underlying failures." + "reason": "Both are Python-version compatibility complaints, but for different versions and different breakages." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention-mask construction and LlamaConfig head_dim validation are unrelated config issues." + "reason": "Gemma4 bidirectional attention masking and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Unsupported Flash Attention and missing auxiliary losses in D-FINE are unrelated model behaviors." + "reason": "Different models and different training/inference behaviors; no shared underlying bug." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Missing vocab_size and missing pad_token_id are separate config-attribute regressions for different models." + "reason": "Both are missing config attributes, but for different models and different fields." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions missing and Qwen3.5 checkpoint corruption are different feature regressions." + "reason": "CLIPOutput attentions assignment issue is unrelated to Qwen3.5 checkpoint saving." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer vs DeepseekV3MoE divergence are not the same code-path." + "reason": "Different MoE implementations and different tensor computation problems; not the same defect." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "A missing config attribute and a missing load-balancing loss term are unrelated." + "reason": "Gemma3Config vocab_size absence and load balancing loss omission are unrelated." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "Flash Attention 2 support error and Qwen3-VL weight-shape mismatch are different model-loading problems." + "reason": "Nemotron Flash Attention support and Qwen3-VL weight-shape mismatch are separate model issues." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Optimizer state corruption under FSDP2/PEFT and a typo in cache strategies are unrelated." + "reason": "Trainer/FSDP optimizer-state bug vs a cache-strategy typo; no common underlying change." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "no_grad decoration for cache updates and broad import regressions are different subsystems." + "reason": "No shared bug: one is about no_grad decoration for cache updates, the other is broad import failures after upgrade." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained error are different model-specific load issues." + "reason": "Both are Qwen3.5 loading-related, but one is missing embed_tokens weights in UMT5Encoder and the other is a Moe from_pretrained error." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Generic state_dict sorting load error and missing deepstack_visual_indexes in Qwen3.5 vision config are unrelated." + "reason": "Different checkpoint/model-config problems: state_dict sorting vs missing deepstack_visual_indexes field." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python file loading errors and Python 3.13 torch.jit.script parse failures are different import-time failures." + "reason": "Compiled Python file execution errors and a torch.jit.script parsing/IndentationError are different root causes." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Import-star performance regression and occasional slow import reports may rhyme, but they do not describe the same fixable defect." + "reason": "Both concern import performance, but one is a specific import-star refactor issue and the other is intermittent slow import; not the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness from missing set_seed and xdist capture-file races are different test infrastructure problems." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3Config attribute loss and FSDP2 optimizer-state mismatch are unrelated." + "reason": "Different subsystems entirely: model config attribute error vs distributed training optimizer-state bug." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are different regression classes." - }, - { - "left": "issue:42890", - "right": "issue:45561", - "accept": false, - "reason": "Flaky tests from missing set_seed and an xdist race on captured_info.txt are different test-infrastructure issues." + "reason": "Python 3.14 import/load failure and PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Sorting-related load error vs incorrect visual encoder keys on save_pretrained are different serialization bugs." + "reason": "Both mention loading/saving checkpoints, but one is state_dict sorting and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Cache update no_grad decoration and a vague 'too many models break' report are not the same underlying bug." - }, - { - "left": "issue:43992", - "right": "issue:45478", - "accept": false, - "reason": "Different Qwen3.5/UMT5 loading failures with different missing or malformed state_dict expectations." + "reason": "One is a specific cache update no_grad request; the other is a broad complaint that v5 breaks many models." }, { - "left": "issue:44938", + "left": "issue:43976", "right": "issue:45381", "accept": false, - "reason": "Python 3.14 import failure and Qwen2.5-VL video position-id bug are unrelated." + "reason": "Different version-specific regressions and different models; no shared code-path." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache-update autograd safety and Python version compatibility are unrelated." + "reason": "No common underlying bug: cache update decoration vs Python-version compatibility." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Missing CLIPOutput attentions and unused optimizer args are different regressions." + "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:46002", + "accept": false, + "reason": "Missing encoder weights at load time vs NaNs in classification heads are separate issues." }, { "left": "issue:42490", "right": "issue:44075", "accept": false, - "reason": "Trailing-slash import warning and ignored SGD args are unrelated." + "reason": "Import warning for local paths with trailing slash and SGD args not used are unrelated." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and tensor-parallel OOM on model load are both TP-related, but not the same concrete failure or fix." + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is an OOM during loading a specific model; not the same bug." } ] }, @@ -14480,10 +14430,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:28282", "issue:30333", @@ -14536,57 +14486,57 @@ ], "soft_pairs": [ "issue:28282|issue:33453", - "issue:44360|issue:45440", "issue:43867|issue:44484", "issue:43618|issue:44857", + "issue:44360|issue:45440", "issue:43618|issue:44977", "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", - "issue:42548|issue:44351", - "issue:43723|issue:44556", "issue:43576|issue:46132", + "issue:43723|issue:44556", "issue:44387|issue:44556", + "issue:42548|issue:44351", "issue:42890|issue:45341", - "issue:44222|issue:45125", "issue:43010|issue:43065", + "issue:44222|issue:45125", "issue:43502|issue:44485", "issue:44355|issue:44749", "issue:45125|issue:45478", "issue:30333|issue:33453", - "issue:45125|issue:45375", "issue:43010|issue:43232", + "issue:45125|issue:45375", "issue:30990|issue:31795", "issue:43502|issue:44222", "issue:43299|issue:44556", "issue:42831|issue:43874", "issue:44315|issue:44360", "issue:43502|issue:44961", - "issue:44355|issue:45071", "issue:43827|issue:44961", "issue:30333|issue:36296", + "issue:44355|issue:45071", "issue:44355|issue:44655", - "issue:44222|issue:44230", "issue:33453|issue:34689", "issue:42757|issue:43576", - "issue:33453|issue:36296", - "issue:43576|issue:45071" + "issue:43576|issue:45071", + "issue:44222|issue:44230", + "issue:33453|issue:36296" ], - "prepared_review_unit_hash": "497d49770f8ff8d7637ccca971082139c59db6e4bd2d901aff2fbb8241e48b7f", + "prepared_review_unit_hash": "8eb273c8243325067b03138d5715887936274e6c5eac771b0e844deafa4e9f38", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 37, - "serialized_chars": 38150, + "serialized_chars": 38152, "estimated_input_tokens": 9538, "estimated_eval_tokens": 19332 }, @@ -14595,234 +14545,234 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated issues with only loose overlap around v5 loading regressions and model/API breakages. None of the soft pairs look like the same underlying bug or change, so I would keep them separate.", - "confidence": 0.29, - "canonical_issue_reason": "44556 is the most representative issue in this set because it describes a concrete, user-visible v5 upgrade reload regression affecting checkpoint loading.", + "summary": "Mostly heterogeneous issues around transformers v5 regressions, loading/import failures, FP8/tensor-parallel features, and unrelated test/docs bugs. I found no strong duplicate pairs; the closest ones are still too broad or differ in concrete code path.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44556 is the best representative because it is a clear, high-impact v4-to-v5 loading regression with a concrete failure mode and broad user relevance.", "canonical_pr_reason": null, - "best_issue_reason": "44556 is the strongest overall issue candidate: it is specific, actionable, and impacts a common load/reload path rather than being a docs/test-only report.", + "best_issue_reason": "issue:44556 is the strongest standalone issue in the set: it describes a reproducible checkpoint reload breakage across versions, which is more general and actionable than the narrower model- or test-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Both are loading-related, but one is a missing PyTorch import and the other is a tokenizer loading regression; different failure modes." - }, - { - "left": "issue:44360", - "right": "issue:45440", - "accept": false, - "reason": "DSA/ReLU discussion is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "Both are loading-related failures, but one is a missing PyTorch dependency import error and the other is a tokenizer loading regression; different bug classes and code paths." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "One is a state_dict sorting load bug, the other is a save_pretrained shard-size question; not the same bug." + "reason": "State-dict sorting/load error versus save_pretrained shard-size question; unrelated behavior and no shared failure mode." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIP attentions assignment and LwDetr AMP crash are different model/runtime bugs." + "reason": "CLIP output attentions assignment and LwDetrImageLoss AMP/CUDA crash are unrelated model issues." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "Different models and different symptoms: CLIPOutput metadata vs Qwen3.5 flash-attention generation." + "reason": "CLIP attentions bug and Qwen3.5 flash-attention generation bug are distinct model/runtime problems." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky test due to missing seed is not the same as a Phi-4 multimodal load failure." + "reason": "Test seed flakiness in SAM HQ is unrelated to Phi-4 multimodal model loading." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both mention CI/test failures, but they are separate tests and separate root causes." + "reason": "Both involve flaky tests, but they are different tests with different root causes; not the same underlying bug." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Different CI failures in different code paths; no shared underlying defect is evident." + "reason": "SAM HQ test seeding issue and auto_mappings CI breakage are unrelated." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network leakage and AddedToken keyword collision are unrelated bugs." + "reason": "Local-files-only network leak versus AddedToken argument duplication are different bugs." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Both are import errors, but they concern different exported symbols and likely different breakages." + "reason": "Broken env command and changed AttentionInterface.register behavior are unrelated API issues." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload regression overlap only broadly on loading, not the same concrete bug." + "reason": "Tokenizer loading in v5 and checkpoint reload failures after v4.57\u2192v5.2/5.3 are both loading regressions, but not the same concrete code path." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Broken env command and AttentionInterface.register behavior change are unrelated features." + "reason": "Int4 CUDA reserved-memory/OOM regression is unrelated to checkpoint reload compatibility." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "CUDA memory/OOM under int4 quantization is a different problem from checkpoint reload failure." + "reason": "Import errors for PreTrainedModel and HybridCache are separate symbols with no evidence of a shared root cause." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "Different test utilities issues with no evidence they are the same defect." + "reason": "SAM HQ test seed flakiness and a small testing_utils bug are not duplicates." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "FP8 save_pretrained support and missing tensor-parallel plan are separate feature gaps." + "reason": "No-grad decoration for cache/layer updates is unrelated to Sam3PixelDecoder's dummy Conv2d." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Cache/layer no_grad decoration and Sam3PixelDecoder dummy Conv2d are unrelated changes." + "reason": "FP8 save_pretrained behavior and missing _tp_plan for tensor parallelism are both Qwen/MoE-adjacent, but they affect different features and code paths." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "API calls despite local_files_only and GLM-5 RoPE implementation are unrelated." + "reason": "API requests despite local_files_only and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python errors and Chinese-reported data slowdown after upgrade are not the same underlying bug." + "reason": "Compiled Python file errors versus a performance regression after upgrade are not the same bug." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is tensor-parallel metadata and the other is a from_pretrained loading error." + "reason": "Both concern Qwen3.5 MoE loading, but one is specifically tensor-parallel plan support and the other is a broader from_pretrained error; not enough evidence they are the same defect." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting after failed training is unrelated to tokenizer loading regressions." + "reason": "MLFlow reporting on training failure and tokenizer loading regression are unrelated." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Missing tp plan and missing deepstack_visual_indexes are distinct model/config issues." + "reason": "Both are generation-related, but one is about no_grad decoration on cache/layer updates and the other about _update_model_kwargs_for_generation after sync_gpus." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Both touch generation internals, but they affect different methods and different failure modes." + "reason": "Tensor-parallel _tp_plan and a missing config field dropped by @strict are different issues." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Stuck Sentence Transformers loading and documentation confusion in forward args are not the same bug." + "reason": "Sentence Transformers loading hang and documentation confusion about model.forward args are unrelated." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Network access under local_files_only and FP8 save_pretrained are unrelated." + "reason": "local_files_only network leakage and FP8 save_pretrained moe are separate problems." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are version-related loading regressions, but they involve different models and distinct code paths." + "reason": "Qwen3VL MoE loading breakage in v5.0.0.dev0 and checkpoint reload failures after v4.57\u2192v5.2/5.3 are different regressions." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FineGrainedFP8 accuracy and missing image-processor helper are unrelated problems." + "reason": "FineGrainedFP8 accuracy and GLM46V image-processor token counting are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application and DSA ReLU discussion have no meaningful overlap." - }, - { - "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "local_files_only network leakage is unrelated to the racoon issue." + "reason": "Liger Kernel application in model_init and DSA indexer/ReLU discussion have no shared bug." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Compiled-file errors and PretrainedConfig type checking are separate regressions." + "reason": "local_files_only network behavior and an unrelated 'racoon' issue are clearly different." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and the racoon issue are unrelated." + "reason": "Docs still referencing pipeline() and 'racoon' are unrelated." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting and tensor parallel training are different domains and different bugs." + "reason": "MLFlow reporting on training failure and tensor-parallel training bug are distinct training concerns." }, { "left": "issue:44355", - "right": "issue:44655", + "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors and save_pretrained on Pipeline objects are different issues." + "reason": "Compiled Python file errors and PretrainedConfig type-checking regression are different failure modes." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "FP8 save_pretrained support and FP8 inference support are related in area but not the same concrete bug." + "reason": "Compiled Python file errors and pipeline save_pretrained failures are unrelated." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 multimodal model-loading breakage are distinct model-specific failures." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model-loading breakage are separate loading bugs." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing is_offline_mode export and broken env command are unrelated." + "reason": "Missing is_offline_mode import from huggingface_hub and broken transformers env command are different issues." }, { - "left": "issue:33453", - "right": "issue:36296", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "Tokenizer loading regression and tensor parallel training bug are unrelated." + "reason": "Broken env command and PretrainedConfig type checking regression are unrelated." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are related thematically but not the same concrete bug." + }, + { + "left": "issue:33453", + "right": "issue:36296", "accept": false, - "reason": "Compiled Python errors and type-checking breakage are not the same underlying defect." + "reason": "Tokenizer loading regression and tensor parallel training bug are unrelated." } ] }, @@ -14841,10 +14791,10 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:31795", "issue:36296", @@ -14902,26 +14852,26 @@ "issue:44961|issue:45468", "issue:38617|issue:43576", "issue:44908|issue:44961", - "issue:44485|issue:44961", "issue:43673|issue:44492", - "issue:41628|issue:44355", + "issue:44485|issue:44961", "issue:36296|issue:43901", + "issue:41628|issue:44355", "issue:36296|issue:43526", "issue:45362|issue:45850", - "issue:44261|issue:44360", "issue:44623|issue:45230", + "issue:44261|issue:44360", "issue:44273|issue:45542", - "issue:44038|issue:45125", "issue:44273|issue:45003", + "issue:44038|issue:45125", "issue:44393|issue:45071", - "issue:43576|issue:44556", "issue:44393|issue:45753", "issue:44230|issue:46095", - "issue:43525|issue:45850", + "issue:43576|issue:44556", "issue:41669|issue:43673", + "issue:43525|issue:45850", "issue:44556|issue:45092", - "issue:44492|issue:45850", "issue:43572|issue:45850", + "issue:44492|issue:45850", "issue:42371|issue:44492", "issue:45278|issue:45850", "issue:42890|issue:44908", @@ -14932,258 +14882,247 @@ "issue:43352|issue:44393", "issue:43576|issue:44908", "issue:44297|issue:45230", - "issue:44295|issue:45230" + "issue:44295|issue:45230", + "issue:44908|issue:45071" ], - "prepared_review_unit_hash": "7d03c5360ab5defcafdcb63edee6aa750a78f9c463cb31874a4df5147de54508", + "prepared_review_unit_hash": "978d8df38abff134ddb7910781a66acd3993774ae13a72ae0e9ef6ecbc74f92b", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38141, - "estimated_input_tokens": 9536, - "estimated_eval_tokens": 19328 + "soft_pair_count": 38, + "serialized_chars": 38439, + "estimated_input_tokens": 9610, + "estimated_eval_tokens": 19476 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous, but the closest recurring theme is Transformers v5 API/import breakage. Issue 45278 is the best umbrella representative; none of the soft pairs look like true duplicates of the same concrete bug/change, so I reject them all.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45278 is the broadest and most representative of the recurring v5 breakage/import-regression theme, without being as vague as the catch-all complaints.", + "summary": "This cluster is very noisy: most items are unrelated issue reports that only share broad Transformers-v5 regression or import-failure themes. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and best matches the overall repeated theme of widespread v5 breakage, even though it is still too general to be a precise duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best captures the cluster\u2019s dominant pattern (many import/API regressions after upgrading to v5), even though the cluster is not a tight duplicate set.", + "best_issue_reason": "issue:45850 is the most representative issue for the cluster\u2019s main recurring theme and can serve as the least-bad umbrella among otherwise heterogeneous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Both are v5-era breakage reports, but one is about the `transformers env` command and the other is a missing model import; different code paths and fixes." + "reason": "Both are v5-related import/runtime problems, but one is a broken CLI command and the other is a missing model export. Different code paths and fixes." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but for different public symbols (`AutoImageProcessor` vs `PreTrainedModel`); too broad to treat as the same bug." + "reason": "These are separate missing-import errors for different symbols (`AutoImageProcessor` vs `PreTrainedModel`)." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion about `forward` arguments is unrelated to an `ImportError` for `layer_type_validation`." + "reason": "Documentation confusion in `forward` is unrelated to an ImportError for `layer_type_validation`." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The titles are unrelated and do not point to the same model, subsystem, or failure mode." + "reason": "No common underlying bug; one is a placeholder/generic issue and the other is a Gemma audio positional encoding defect." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "A missing import of `layer_type_validation` is not the same issue as the broken `transformers env` command." + "reason": "A missing import from `configuration_utils` is not the same as the `transformers env` command breaking in v5." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated titled issue do not share a concrete bug." - }, - { - "left": "issue:44485", - "right": "issue:44961", - "accept": false, - "reason": "RoPE implementation discussion is unrelated to the other issue." + "reason": "Scheduler kwargs handling and an unrelated placeholder issue are not the same bug." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache behavior during chunked prefill is unrelated to a typo in cache strategy docs/text." + "reason": "A missing cache object during chunked prefill is unrelated to a typo in cache strategy docs/code." }, { - "left": "issue:41628", - "right": "issue:44355", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "An import error for `AutoImageProcessor` is a different problem from errors when running compiled Python files." + "reason": "RoPE implementation discussion is unrelated to the placeholder issue." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training and text-classification pipeline docs are different subsystems and different bug classes." + "reason": "Tensor parallel training and pipeline docs mismatch are different subsystems and failures." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Importing a model class and errors running compiled Python files are distinct problems." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training is unrelated to the BeitImageProcessorFast `reduce_labels` bug." + "reason": "Tensor parallel training bug is unrelated to BeitImageProcessorFast label reduction behavior." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A specific Qwen3.5 chat crash is not the same concrete bug as a broad complaint that v5 breaks many models." - }, - { - "left": "issue:44261", - "right": "issue:44360", - "accept": false, - "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm and a missing ReLU in the DSA indexer are unrelated implementation issues." + "reason": "The Qwen3.5 chat crash is a specific model/runtime issue; 45850 is a broad complaint about many models breaking, not the same bug." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "`processor.save_pretrained(...)` missing files is too specific to merge with a generic bug report." + "reason": "Missing files in `processor.save_pretrained` is not the same as a generic bug report." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:44261", + "right": "issue:44360", "accept": false, - "reason": "Lazy loading behavior and a TensorBoard/TensorFlow backend error are different issues." + "reason": "These refer to different internal components and different numerical/activation bugs." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Both mention Qwen models, but one is a general v5/Qwen3-VL-Moe problem and the other is missing `_tp_plan` for tensor parallelism; different fixes." + "reason": "Lazy loading behavior is unrelated to the tensorboard-without-TF backend error." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading not working and unsafe `sys.modules` access are not the same failure." + "reason": "Both touch import/lazy-loading concerns, but one is a general lazy-loading failure and the other is unsafe `sys.modules` access; not the same concrete bug." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL bbox output errors are unrelated to `PretrainedConfig` type-checking regressions." + "reason": "Both involve Qwen/Moe, but one is a Qwen3-VL bug and the other is missing tensor-parallel plan metadata; different fixes." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "A broken CLI command and checkpoint reload incompatibility after upgrade are different problems." + "reason": "Qwen3-VL bounding-box generation and `PretrainedConfig` type-checking are unrelated." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3-VL-family reports, but one is 2D bbox hallucination/error and the other is an infinite loop on a specific image; not the same concrete bug." + "reason": "Both are Qwen vision issues, but one is 2D bbox hallucination/error and the other is an infinite loop on a specific image; not the same underlying defect." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a DeepSeekV4 weight-conversion question are unrelated." + "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeekV4 weight conversion question." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "A missing `pad_token_id` on `Llama4Config` is not the same as broad v5 model breakage." + "reason": "A broken env command and checkpoint reload incompatibility after upgrade are different regressions." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Removing `import *` usage and a missing generation cache in chunked prefill are unrelated code changes." + "reason": "Import-star cleanup/performance work is unrelated to cache handling in generation during chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing `pad_token_id` on `Llama4Config` is a specific config bug, not the broad multi-model breakage described in 45850." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern loading checkpoints in v5, but one is a broad reload regression and the other is a remote-code/meta-init incompatibility; not clearly the same concrete bug." + "reason": "Both are upgrade-related loading problems, but one is general checkpoint reload failure and the other is remote-code/meta-init incompatibility for InternVL2; different code paths." }, { - "left": "issue:44492", + "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategy wording is not the same as a broad claim that v5 breaks too many models." + "reason": "Missing `pad_token_idx` in StableLmConfig is a narrow config regression, not the broad umbrella issue." }, { - "left": "issue:43572", + "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Missing `pad_token_idx` in `StableLmConfig` is a specific config bug, not the same as a generic v5 breakage complaint." + "reason": "A typo in cache strategies is not the same as broad v5 breakage." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API settings and a cache-strategy typo are unrelated." + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5-regression complaints, but one centers on import errors after upgrade and the other is an unspecific general complaint; too vague to merge as one bug." + "reason": "Both mention widespread breakage after upgrade, but 45278 is specifically about import errors while 45850 is a broad model-breakage complaint; too coarse to treat as one bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "A flaky test due to missing `set_seed()` is unrelated to scheduler kwargs handling." + "reason": "A flaky test due to missing `set_seed` has nothing to do with scheduler kwargs handling." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Slow imports are not the same as lazy loading malfunctioning." + "reason": "Slow import timing and lazy loading behavior are related at a high level, but the reports do not describe the same concrete failure." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "`AutoProcessor.from_pretrained` not forwarding kwargs to `cached_file` is unrelated to inverse-sqrt scheduler kwargs." + "reason": "`AutoProcessor.from_pretrained` not forwarding kwargs and inverse-sqrt scheduler kwargs are different APIs and bugs." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "A model-type warning and Liger Kernel application under `model_init` are different issues." + "reason": "A model-type warning for SAM3 and Liger Kernel application with `model_init` are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL bbox output issues are unrelated." + "reason": "Python-version incompatibility and Qwen3-VL bounding-box output errors are not the same issue." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support for NemotronH is unrelated to Qwen3-VL bbox hallucination/error." + "reason": "Flash-Attention support missing for NemotronH is unrelated to Qwen3-VL bounding-box hallucination." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "The `transformers env` command and scheduler kwargs are different code paths." - }, - { - "left": "issue:44297", - "right": "issue:45230", - "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same as a generic bug report." - }, - { - "left": "issue:44295", - "right": "issue:45230", - "accept": false, - "reason": "Reading `position_ids` after registering as a buffer is a specific model bug, not a generic report." + "reason": "A broken env command and an inverse-sqrt scheduler kwargs bug are unrelated." } ] }, @@ -15202,15 +15141,16 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:31515", "issue:31795", "issue:33453", "issue:34689", + "issue:37428", "issue:38617", "issue:41669", "issue:42371", @@ -15245,7 +15185,6 @@ "issue:44908", "issue:44945", "issue:44998", - "issue:45071", "issue:45092", "issue:45230", "issue:45290", @@ -15258,7 +15197,6 @@ ], "soft_pairs": [ "issue:41669|issue:44351", - "issue:44908|issue:45071", "issue:41669|issue:45341", "issue:44492|issue:44945", "issue:43874|issue:45850", @@ -15275,9 +15213,9 @@ "issue:44273|issue:44908", "issue:43519|issue:44485", "issue:43519|issue:44908", - "issue:41669|issue:43704", "issue:31795|issue:34689", - "issue:31515|issue:31795", + "issue:41669|issue:43704", + "issue:31795|issue:37428", "issue:44315|issue:45092", "issue:44485|issue:45468", "issue:43704|issue:44485", @@ -15293,300 +15231,282 @@ "issue:44908|issue:44998", "issue:44492|issue:44998", "issue:44861|issue:45290", - "issue:44998|issue:45850", "issue:43618|issue:44998", + "issue:44998|issue:45850", "issue:44998|issue:45341", "issue:43525|issue:44861", "issue:43572|issue:44861", "issue:31515|issue:38617", "issue:44230|issue:44623" ], - "prepared_review_unit_hash": "6be9731d5cb0d9f5aa9f861488319da6815ee7f0d7baa5ecda002ac2ff0d6952", + "prepared_review_unit_hash": "7bfe29e3ee4e533425bbdb721c3985e674a248aac6b75b6590305f5e8d81ead0", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 43, - "serialized_chars": 39894, - "estimated_input_tokens": 9974, - "estimated_eval_tokens": 20204 + "soft_pair_count": 42, + "serialized_chars": 39663, + "estimated_input_tokens": 9916, + "estimated_eval_tokens": 20088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated closed issues were grouped together; the only obvious near-duplicate pair is the Qwen3.5 MoE from_pretrained regression report, but the listed soft edges do not describe the same underlying bug closely enough to merge.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45310 is the clearest concrete regression report in the set, and issue:45478 appears to be the later duplicate with the same title.", + "summary": "This cluster is mostly a mix of unrelated Transformers bugs and docs issues with a loose common thread around model/tokenizer loading and v5 breakage; I found no true duplicate pair among the soft edges.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report about v5 breaking many models, which best matches the cluster\u2019s general loading/compatibility theme, even though it is not a duplicate of the more specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 best represents the cluster\u2019s strongest specific bug report: a versioned from_pretrained failure with a concrete model family and reproduction context.", + "best_issue_reason": "issue:45850 is the most representative anchor for this cluster because it is broad, central to the shared v5-regression theme, and higher-level than the other narrow edge cases.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Different failures: import-star cleanup/performance issue vs missing HybridCache import error." - }, - { - "left": "issue:44908", - "right": "issue:45071", - "accept": false, - "reason": "Unrelated subsystems: scheduler kwargs bug vs PretrainedConfig type-checking regression." + "reason": "Both are import/load-related, but one is about removing import * for performance and the other is a missing HybridCache export; different defects and fixes." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Broad import cleanup issue is not the same as a testing_utils bug." + "reason": "Unrelated: import * cleanup/perf vs a testing_utils bug." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "A cache-strategy typo and pipeline-parallelism wrong-output bug are not the same code-path problem." + "reason": "Cache-strategy typo and pipeline-parallelism output corruption are different code paths and symptoms." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "Specific GLM46V image-processor AttributeError vs a generic complaint that many models break." + "reason": "Specific missing image-patch method vs a generic v5 model-breakage complaint; not the same bug." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different model families and failures: Qwen3-VL bbox output issue vs Qwen3.5 MoE from_pretrained error." + "reason": "Different models and failures: 2D bounding box hallucination vs from_pretrained error in Qwen3.5 MoE." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init validation and tied-weight-key crash are distinct issues." + "reason": "PatchTST post_init policy and tied-weights key handling are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Docs still referencing pipeline() and inverse_sqrt scheduler kwargs are separate issues." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-star performance problem is not the same as a scheduler configuration bug." + "reason": "Performance/import cleanup vs scheduler configuration bug; no shared code path." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." + "reason": "Docs confusion about forward args vs tokenizer loading regression; related domain, different problem." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger-kernel application with model_init and flash_attention_3 training degeneration are different bugs." + "reason": "Liger kernel application in model_init and flash_attention_3 training degeneration are not the same defect." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken transformers env command and lazy-loading failure do not share the same concrete fix." + "reason": "Broken env command and lazy loading failure are separate v5 regressions." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to Gemma-4 audio positional encoding." + "reason": "DSA indexer activation issue vs Gemma-4 audio positional encoding bug; different subsystems." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained omission and tied-weight-key AttributeError are different save/load paths." + "reason": "Saving pipeline objects and tied-weight key extraction are unrelated save/load vs model-weight utility bugs." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; no evidence they are the same bug." + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not the same concrete failure." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading malfunction and scheduler kwargs ignoring timescale are unrelated." + "reason": "Lazy loading and scheduler kwargs are unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in Qwen3VL processor is unrelated to GLM-5 RoPE implementation." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp bug and scheduler bug are different code paths." + "reason": "Processor timestamp logic and scheduler configuration are unrelated." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "Import-star usage/perf issue does not match a VRAM leak in Qwen3ForCausalLM." + "reason": "Forward-doc confusion and Llama 3.2 model loading breakage are distinct issues." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "Forward-doc confusion and Llama 3.2 vision model loading breakage are not duplicates." + "reason": "Import * cleanup and VRAM leakage across dataloader threads do not share the same root cause." }, { - "left": "issue:31515", - "right": "issue:31795", + "left": "issue:31795", + "right": "issue:37428", "accept": false, - "reason": "Slow checkpoint loading and forward-doc confusion are unrelated." + "reason": "Documentation of model.forward parameters and flash-attention helper import failure are unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger-kernel application issue is not the same as meta-initialization incompatibility for old InternVL2 checkpoints." + "reason": "Different model-init problems affecting different model families and code paths." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model-specific bugs." + "reason": "RoPE implementation discussion and Gemma-4 audio positional encoding are separate model bugs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation correctness." + "reason": "Memory leak across threads vs RoPE implementation; no overlap in defect or fix." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio continuous batching support and a deepseekv4 weight-conversion question are not the same bug/change." + "reason": "Continuous batching support for audio models is unrelated to a deepseekv4 weight conversion question." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are different issues." + "reason": "local_files_only network behavior and Qwen3VL timestamp calculation are different bugs." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 config deprecation guidance is unrelated to a VRAM leak bug." + "reason": "TF32 API settings and VRAM leakage are unrelated." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation and processor.save_pretrained missing files are separate processor bugs." + "reason": "Timestamp math in a processor and missing processor.save_pretrained files are separate issues." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp math and Qwen3ForCausalLM VRAM leakage are not the same failure." - }, - { - "left": "issue:43606", - "right": "issue:45468", - "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to Gemma-4 audio encoding." - }, - { - "left": "issue:44263", - "right": "issue:45468", - "accept": false, - "reason": "GlmMoeDsaIndexer split semantics and Gemma-4 audio positional encoding are different bugs." + "reason": "Processor timestamp bug vs dataloader-thread VRAM leak; different component and symptom." }, { - "left": "issue:44261", - "right": "issue:45468", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "RMS norm epsilon precision issue in MLA is not the same as Gemma-4 audio positional encoding." + "reason": "Documentation confusion and a concrete model-loading regression are not the same bug." }, { - "left": "issue:42913", - "right": "issue:43066", + "left": "issue:316?", + "right": "issue:37428", "accept": false, - "reason": "Unexpected tokenizer behavior across v4/v5 and wrong decoder type in v5 are related to tokenizers but not the same concrete bug." + "reason": "Not enough direct overlap; different missing-import vs docs problems." }, { - "left": "issue:44908", - "right": "issue:44998", + "left": "issue:44315", + "right": "issue:45092", "accept": false, - "reason": "Scheduler kwargs bug and the unrelated placeholder issue titled 'Unemployment' do not match." + "reason": "Both mention model initialization, but they affect different architectures and failure modes." }, { - "left": "issue:44492", - "right": "issue:44998", + "left": "issue:44485", + "right": "issue:45468", "accept": false, - "reason": "Cache-strategy typo and the placeholder issue are clearly unrelated." + "reason": "Distinct model-specific implementation bugs." }, { - "left": "issue:44861", - "right": "issue:45290", + "left": "issue:43704", + "right": "issue:44485", "accept": false, - "reason": "Tied-weight-key crash and chat-template crash with tool calls are different code paths." + "reason": "Memory leak and RoPE implementation issues are unrelated." }, { - "left": "issue:44998", - "right": "issue:45850", + "left": "issue:43298", + "right": "issue:46095", "accept": false, - "reason": "Generic placeholder issue and broad 'many models break' complaint are not duplicates." + "reason": "Audio continuous batching support and deepseekv4 conversion-script request are different topics." }, { - "left": "issue:43618", - "right": "issue:44998", + "left": "issue:43502", + "right": "issue:43519", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + "reason": "Different components: loading transport vs processor math." }, { - "left": "issue:44998", - "right": "issue:45341", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "Placeholder issue and testing_utils bug are unrelated." + "reason": "TF32 configuration guidance does not match a VRAM leak bug." }, { - "left": "issue:43525", - "right": "issue:44861", + "left": "issue:43519", + "right": "issue:44623", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key AttributeError." + "reason": "Processor timestamp bug and save_pretrained file omission are distinct failures." }, { - "left": "issue:43572", - "right": "issue:44861", + "left": "issue:43519", + "right": "issue:43704", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is not the same as tied-weight-key handling." + "reason": "Different root causes and code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an import error for layer_type_validation are unrelated." + "reason": "Slow from_pretrained checkpoint loading and missing configuration_utils import are not duplicates." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 Qwen3-VL/Qwen3.5 MoE support is a different request than processor.save_pretrained missing files." + "reason": "FP8 support request and missing files in processor.save_pretrained are unrelated." } ] }, @@ -15605,13 +15525,14 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-413", + "cluster_id": "cluster-10000-414", "nodes": [ "issue:30333", "issue:31515", + "issue:31795", "issue:33453", "issue:36296", "issue:43298", @@ -15621,68 +15542,75 @@ "soft_pairs": [ "issue:30333|issue:31515", "issue:31515|issue:36296", + "issue:31515|issue:31795", "issue:44230|issue:45310", "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "1c834b20ca92568e357a81f5e7c32008a3e4301768f5bb9fc146fa229acf6d8a", + "prepared_review_unit_hash": "dbfe363ab0421ea0a846c7d6942fd104b1fabf93dacfe6b73372f3de1c3f0f2c", "component_budget": { - "node_count": 413, - "item_count": 413, - "soft_pair_count": 1547, - "serialized_chars": 797900, - "estimated_input_tokens": 199475, - "estimated_eval_tokens": 399206 + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 }, "budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 5, - "serialized_chars": 5436, - "estimated_input_tokens": 1359, - "estimated_eval_tokens": 2974 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 6305, + "estimated_input_tokens": 1577, + "estimated_eval_tokens": 3410 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: it mixes unrelated issues across MLflow reporting, checkpoint/tokenizer loading, tensor-parallel training, audio continuous batching, and Qwen fp8/from_pretrained behavior. The only clear pattern is weak title similarity around loading/inference.", - "confidence": 0.96, - "canonical_issue_reason": "If a representative issue must be chosen, #31515 is the most central hub in the weak soft-similarity graph (it links to #30333, #33453, and #36296), but the set is too heterogeneous to treat it as a real canonical duplicate.", + "summary": "These issues are largely unrelated; the soft-similarity edges are driven by generic phrases like \"from_pretrained\" but do not describe the same bug. No pair looks like a true duplicate or mergeable same-change candidate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45310 is the clearest concrete bug report in the set: it names a specific regression, affected model family, and failure mode, whereas the others are unrelated or more generic.", "canonical_pr_reason": null, - "best_issue_reason": "#31515 is the best single anchor only because it has the most soft connections and covers the broadest 'loading' theme; however, it is not a good true canonical issue since the surrounding reports describe different bugs.", + "best_issue_reason": "issue:45310 is the best single representative issue because it is specific, actionable, and has the strongest bug-focused framing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow failure reporting vs slow checkpoint loading are different problems; shared wording around jobs/loading is superficial." + "reason": "Different subsystems and failure modes: MLFlow/job status reporting vs slow checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load slowness and tensor-parallel training bugs affect different code paths and symptoms." + "reason": "One is about slow checkpoint loading, the other about tensor parallel training; no shared code-path bug is evident." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Performance/load-time complaint vs documentation confusion; not the same underlying issue." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5/MoE inference, but one is fp8 support and the other is a transformers>=5.4.0 from_pretrained error; not the same concrete bug." + "reason": "Both involve Qwen3/MoE/fp8 wording, but one is inference support for a model class and the other is a from_pretrained regression; too different to treat as one bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading and tokenizer-loading regression are different loading issues with no evidence of the same root cause." + "reason": "Checkpoint loading speed and tokenizer loading regression are separate problems affecting different parts of model initialization." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and fp8 Qwen inference support are distinct capability gaps, not the same bug." + "reason": "Continuous batching audio-model support and fp8 Qwen3-VL/Qwen3.5 MoE inference support are distinct feature/compatibility gaps." } ] }, @@ -15701,8 +15629,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -15715,12 +15643,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "3028d1b860270971dd78eef5050fc71026c6ee470c340ee0ba0af29fb75111a0", + "prepared_review_unit_hash": "0f9d53557157f515689d295ef95135160ad6e9709afec65a895faef966f0c370", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -15728,7 +15656,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -15737,30 +15665,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated issues: truncation behavior in tokenization, a ReduceLROnPlateau-like training feature request, and Wav2Vec2 word time offsets. The similarity appears to be superficial keyword overlap rather than the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue exists because the three issues cover different subsystems and requests; none is a duplicate of the others.", + "summary": "These three issues are not duplicates of one another: one is about truncation behavior in tokenization, one requests ReduceLROnPlateau-style training scheduler behavior, and one asks for word-level time offsets in Wav2Vec2. They touch different features and code paths, so no soft-edge merge is justified.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #10519 is the most concrete and self-contained feature request, but there is no true canonical duplicate in this set because the three issues are unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a good global representative for the cluster since they do not share a single underlying problem.", + "best_issue_reason": "#10519 is the clearest representative issue only because it is the most specific and actionable; the other two are separate feature requests rather than duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different topics: tokenizer truncation strategy vs. Wav2Vec2 word boundary timing. No shared bug or fix path." + "reason": "Different subsystems and asks: truncation strategy vs Wav2Vec2 word-offset extraction. No shared underlying bug." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated requests: token truncation option vs. learning-rate scheduler functionality. Only superficial wording similarity." + "reason": "Unrelated functionality: tokenizer truncation vs learning-rate scheduler behavior." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Different areas and goals: scheduler feature request vs. extracting word offsets from audio models. Not the same underlying issue." + "reason": "Different domains and code paths: scheduler feature request vs speech-model timestamp offsets." } ] }, @@ -15779,8 +15707,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -15792,12 +15720,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "a3f210db2b77849aa7e026021f533fd87a8f66ab010d6357608e32a147dd801d", + "prepared_review_unit_hash": "ce6a22b4a3ef4deff020d287d7a403476914484eface55b55bd4893cc289716d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15805,7 +15733,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15814,24 +15742,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are only loosely related by NLP model/tokenizer troubleshooting, but they do not describe the same underlying bug. I would not merge the soft-similar pairs; issue #16618 is the broadest representative of the cluster.", - "confidence": 0.84, - "canonical_issue_reason": "#16618 is the most general and central report here: a concrete model-loading failure rather than a narrow tokenizer mismatch or an auth/error-message issue.", + "summary": "The three issues are not duplicates of the same bug. Two are about model loading/authentication errors, while one is about Tapas tokenization mismatch with TensorFlow code. The soft-similarity links are too broad to accept.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #16618 is the most central representative among these because it is a concrete model-loading failure with broad user impact, but it is still distinct from the other issues rather than a true duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 best represents the cluster because it captures the broadest user-facing failure mode and is closest to a generic duplicate target.", + "best_issue_reason": "Issue #16618 is the best single issue to represent the cluster if one must be chosen: it is the most general and actionable of the three, with clearer overlap potential to the authentication/model-loading topic than the Tapas tokenization report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "#13244 is about TAPAS tokenization differing from TensorFlow code, while #16618 is a model-loading failure for bert-base-uncased; same domain, different bug." + "reason": "Different bug classes: Tapas tokenization/parsing behavior versus loading bert-base-uncased. They do not describe the same underlying code-path failure." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is specifically about a bad auth/download error message for private models, not the same failure as being unable to load bert-base-uncased." + "reason": "Both mention loading models, but one is specifically a private-model login/error-message issue and the other is a generic load failure for a public model. Too broad to treat as the same bug." } ] }, @@ -15850,8 +15778,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -15861,7 +15789,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "d5e86ceb27940589e2261ae6a804814ad94cc81bbf71ee6a4511249381104daa", + "prepared_review_unit_hash": "97e2558efbb6574eb0612f2050aa4972e563ab37e807329f1633dcf63b911b6c", "component_budget": { "node_count": 2, "item_count": 2, @@ -15883,18 +15811,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community contribution feature requests, not duplicates: one for Flash Attention 2 support and one for GGUF support. They target different capabilities and should remain distinct issues.", - "confidence": 0.98, + "summary": "These are two separate feature-request/community-contribution issues: one for Flash Attention 2 support across more architectures and one for GGUF support across more architectures. They share a broad theme but not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue exists here; the two issues request different features for different architectures/formats.", + "best_issue_reason": "Neither issue is a canonical duplicate target for the other; they request distinct feature work in different areas.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "Community contribution: Adding Flash Attention 2 support for more architectures", - "right": "Community contribution: Adding GGUF support for more architectures", + "left": "issue:26350", + "right": "issue:33260", "accept": false, - "reason": "Different underlying changes: Flash Attention 2 support vs GGUF support. They share a broad theme of architecture support, but not the same bug or code change." + "reason": "Different requested features and code paths (Flash Attention 2 vs GGUF support); same broad 'more architectures' theme is too general to treat as duplicates." } ] }, @@ -15913,8 +15841,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-5", "nodes": [ @@ -15936,12 +15864,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "2e67450dc6adfd65784fb70b7b7c470ef438ed554a420602c4a007bed251f407", + "prepared_review_unit_hash": "3cc4d7f772880126ed8a4a4bc03d44b31aea8db2c1c347500e29b2fef6d0c860", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6441, + "serialized_chars": 6444, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -15949,7 +15877,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6441, + "serialized_chars": 6444, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -15958,82 +15886,79 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mixed: three near-identical generic translation-template issues look like true duplicates, while the Turkish and Spanish translation requests are separate language-specific issues and should not be merged with them.", + "summary": "All items are about documentation translation, but the concrete language targets differ and the generic placeholder issues are not enough to prove a single underlying request. No soft edge is safe to merge as a duplicate.", "confidence": 0.93, - "canonical_issue_reason": "issue:43834 is the best canonical issue for the duplicate trio because it is the earliest of the near-identical template issues and matches the same underlying request text.", + "canonical_issue_reason": "issue:43834 is the most generic and representative of the repeated placeholder-template translation issues, so it is the best anchor if a single issue must represent this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the strongest overall issue representative among the duplicate template set; the other two template issues are effectively the same request, while the Turkish and Spanish issues are distinct.", + "best_issue_reason": "issue:43834 is the best issue candidate because it is the earliest generic template entry and closest to the other placeholder-language issues, though the cluster is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language targets; same broad i18n theme, but not the same underlying request." + "reason": "Turkish vs generic placeholder translation request; not the same concrete language request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish vs. generic/template translation issue; not the same concrete change." + "reason": "Turkish vs generic placeholder translation request; clearly different targets." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request is distinct from the generic placeholder translation issue." + "reason": "Specific Turkish translation request does not match the generic template issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different requested languages (Turkish vs Spanish), so these are not duplicates." + "reason": "Turkish and Spanish translation requests are distinct issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request does not match the generic template issue as the same underlying change." + "reason": "Specific Spanish translation request does not match the generic template issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language-specific request versus generic template issue; too broad to merge." + "reason": "Spanish vs generic placeholder translation request; not the same underlying request." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request and generic template issue are not the same concrete bug/change." + "reason": "Spanish vs generic placeholder translation request; not the same underlying request." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Nearly identical titles/body structure and same translation-template request; looks like a duplicate." + "accept": false, + "reason": "These are near-identical placeholder templates, but the evidence does not prove they are the same concrete request." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Same generic translation-template issue with near-identical content; likely duplicate." + "accept": false, + "reason": "These are near-identical placeholder templates, but not enough evidence to treat them as the same underlying issue." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Near-identical template translation issues with the same underlying request." + "accept": false, + "reason": "Both are generic placeholder template issues, but there is no evidence they refer to the same specific translation request." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the three placeholder-title issues are extremely close to each other and plausibly duplicates, while the Turkish and Spanish issues are clearly language-specific and reasonably kept separate. The canonical choice of issue:43834 is also conservative since it is the earliest of the three template issues. Soft-edge verdicts are appropriately cautious given the limited evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -16045,8 +15970,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -16105,250 +16030,250 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "162d950e09455e49aac934af4ad5cc30b5fc11eec460a0f35c6a4dd9ffcd7a42", + "prepared_review_unit_hash": "b826ea2e7282b5e71179850acec85ca1a6b85ab2449d94c8c47342db9dbb20e3", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21660, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21660, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a collection of distinct model-request issues with only superficial title overlap (\u201cAdd model\u201d / \u201csupport\u201d). They do not describe the same underlying bug or change, so no soft pair should be merged.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 41115 is the closest representative because it is an active, broadly phrased model-architecture request, but the cluster overall is not a true duplicate set.", + "summary": "These are mostly distinct model-request issues, not duplicates: they share a broad \u201cadd support for model X\u201d pattern, but the requested models and modalities differ (text, audio, vision, OCR, etc.).", + "confidence": 0.95, + "canonical_issue_reason": "issue:42738 is the closest umbrella-like tracking issue, but it is still too narrow to canonically cover the rest of these distinct model requests.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41115 is the best single representative for this cluster by activity and generality, though it is still not a duplicate of the others.", + "best_issue_reason": "issue:42738 is the most general issue in the set, but none of the issues is a strong global duplicate target because they span different model families and capabilities.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different requested models (EuroBert vs DEIMv2); same broad \u201cadd model\u201d theme only." + "reason": "EuroBert and DEIMv2 are different model requests; only the generic \u201cadd model\u201d theme overlaps." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert and Qwen3-TTS are unrelated model families and modalities." + "reason": "EuroBert text model request and Qwen3-TTS audio request are unrelated model families." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are distinct model additions." + "reason": "EuroBert and RF-DETR are different models/tasks, so this is not the same underlying change." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different models with different integration work." + "reason": "RF-DETR and DEIMv2 are separate model additions with no concrete duplicate overlap." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is vision/detection; LFM2.5 Audio 1.5B is audio, so not the same change." + "reason": "RF-DETR vision detection and LFM2.5 Audio are different modalities and implementation paths." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and OpenAI weight-sparse transformer are unrelated requests." + "reason": "RF-DETR and weight-sparse transformer support are different model requests." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR target different model families and tasks." + "reason": "RF-DETR and Qwen3-ASR are unrelated; one is vision detection, the other speech recognition." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are separate model support requests." + "reason": "RF-DETR and Qwen3-TTS are different tasks and code paths." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated models and code paths." + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and circuit-sparsity are different model requests." + "reason": "NeoBERT and OpenAI weight-sparse transformer are distinct architectures, not duplicates." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is a BERT-like text model; LFM2.5 Audio 1.5B is an audio model." + "reason": "NeoBERT text model request and LFM2.5 Audio request are different capabilities." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are distinct model additions." + "reason": "RF-DETR and NeoBERT target different model families and code paths." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model families, not the same fix." + "reason": "NeoBERT and ModernVBERT are different model requests, even if both are BERT-like." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model requests." + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model additions." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated." + "reason": "MiniCPM3 and weight-sparse transformer support are separate requests, not the same bug or change." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different models with different implementation needs." + "reason": "MiniCPM3 and ModernVBERT are different models; same broad subsystem is not enough." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are separate model integrations." + "reason": "MiniCPM3 and Voxtral-4B-TTS are different model/task requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated requests for different modalities." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different models and tasks." + "reason": "ModernVBERT and Qwen3-ASR are different model families and tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." + "reason": "ModernVBERT and Qwen3-TTS are different model additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like models with RoPE overlap loosely in wording, but they are not the same concrete request." + "reason": "ModernVBERT and generic BERT-like RoPE support are related only at a very high level, not as the same issue." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE models and Voxtral TTS are unrelated model classes." + "reason": "BERT-like RoPE support and Voxtral TTS support are different capabilities and code paths." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by name but are different support requests and code paths." + "reason": "Qwen3-TTS and Qwen3-ASR are different speech tasks and would need separate support." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are separate TTS model requests, not the same change." + "reason": "Qwen3-TTS and Voxtral TTS are different model requests, not a single duplicate change." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and integrations." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and implementations." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and the weight-sparse transformer request are unrelated." + "reason": "Qwen3-TTS and weight-sparse transformer support are unrelated model requests." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are both audio-related but describe different models and implementations." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model requests, not the same concrete change." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are distinct audio-model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are different speech-model additions." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE target different model families and features." + "reason": "Qwen3-ASR and EUPE are different model families and tasks." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the sparse transformer request are unrelated." + "reason": "Qwen3-ASR support and OpenAI weight-sparse transformer support are distinct requests." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are separate model requests." + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are different model proposals." + "reason": "Weight-sparse transformer support and EUPE are different architectures with no shared concrete bug." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio models, not one mergeable fix." + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model features." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated." + "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modality/model additions." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language model requests." + "reason": "EUPE and TIPSv2 are different model requests, even though both are vision-language related." } ] }, @@ -16367,8 +16292,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-10", "nodes": [ @@ -16398,7 +16323,7 @@ "issue:43717|issue:46144", "issue:46143|issue:46144" ], - "prepared_review_unit_hash": "abbf85016386677f2924e99f5bf9bcd841ee881ceefb9ae4e546e8eb402b6dcc", + "prepared_review_unit_hash": "02746b4fd27e2b7d5e029d182fbc3aac18dd9cb12cfd9aaea01d9bed50352594", "component_budget": { "node_count": 10, "item_count": 10, @@ -16420,90 +16345,90 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a noisy, heterogeneous cluster of unrelated model/config/tokenizer issues. The only near-match is the RoFormer pair, but they still describe different defects, so no soft edges should be merged.", - "confidence": 0.92, - "canonical_issue_reason": "issue:46143 is the best representative because it is the broadest RoFormer bug report and describes the user-facing symptom of missing kwargs propagation; issue:46144 is a narrower attention-implementation detail.", + "summary": "Most items are clearly unrelated despite broad soft-similarity signals. The only near-match is the pair about RoFormer, but the titles describe different failure modes and I would not merge them as the same duplicate. No PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "issue:46144 is the most concrete and code-path-specific RoFormer report, so it is the best representative issue for the only close cluster in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46143 is the strongest cluster anchor: it is concrete, open, and the closest to the only plausible related RoFormer report while still being the more general failure mode.", + "best_issue_reason": "issue:46144 is the strongest standalone issue because it identifies a specific implementation problem rather than a symptom, and it is the most actionable of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different subsystems and defect types: Llama4 norm design question vs. ModernBERT config type-hint issue." + "reason": "Different models and different bug types: norm behavior question vs config type-hint issue." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to kwargs not reaching loss calculation." + "reason": "Both mention missing usage of parameters, but one is Mask2Former ignore_value and the other is kwargs propagation to a loss function; not the same bug." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Different models and different bugs: ignore_value usage vs. DeepSeek-V4 gating logic." + "reason": "Unrelated model behavior: unused ignore_value vs DeepSeek-V4 shared expert gating." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "No shared concrete code path; Mask2Former loss behavior is unrelated to RoFormer attention interface usage." + "reason": "Mask2Former ignore_value and RoFormer attention interface are different subsystems and different concrete problems." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Unrelated areas: Mask2Former training loss vs. tokenizer regex warning regression." + "reason": "No real overlap beyond generic bug-report language; tokenizer regex warning is unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Completely different bug class: unused ignore_value vs. a typo in a quantization symbol." + "reason": "Unused ignore_value and a typo in quantization naming are unrelated." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Both mention model plumbing, but one is about kwargs into loss functions and the other about RoFormer attention interface; not the same bug." + "reason": "kwargs not passed to a loss function is not the same as RoFormer attention not using the attention interface." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Generic kwargs forwarding issue does not match a ModernBERT config type-hint typo." + "reason": "Generic kwargs issue vs incorrect type hint; different fix and code path." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT type annotation issue and tokenizer regex warning are unrelated." + "reason": "Config type hint bug and tokenizer regex warning are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A config typing typo is not the same underlying issue as a quantization nomenclature typo." + "reason": "Incorrect type hint and a typo in a quantization attribute name are different issues." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different components and symptom types: Mask2Former training logic vs. ModernBERT config typing." + "reason": "Different model areas and different bug classes; no shared concrete failure." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba/Mamba-2 init_weights behavior is unrelated to RoFormer attention interface implementation." + "reason": "Mamba init_weights handling is unrelated to RoFormer attention interface behavior." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Related RoFormer area, but different concrete defects: kwargs propagation through methods vs. attention implementation not using the attention interface." + "reason": "Related RoFormer area, but one is kwargs forwarding and the other is attention-interface usage; close but not the same underlying bug." } ] }, @@ -16522,8 +16447,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -16533,12 +16458,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "59c094d96466dc53a863f326b3a7bb9823d67eb66780fd9f71b1f9bce38bf84a", + "prepared_review_unit_hash": "19f76cab2a660a37780aaacc75b92e361b7868117e40f382a2bf0e015b6efbd4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16546,7 +16471,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16555,18 +16480,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated feature requests: one is about block decoding, the other about DeepSeek v3.2 support. They should not be clustered as duplicates.", + "summary": "The two issues are not duplicates: one is about Set block decoding, the other about DeepSeek v3.2 support, with no shared targets or code-path evidence.", "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the titles and likely scopes are different enough that neither issue is a duplicate of the other.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good global canonical representative for this cluster because they address different underlying requests.", + "best_issue_reason": "No single canonical issue fits this pair; they address different product areas and different requested changes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and likely different workstreams: block decoding behavior vs adding DeepSeek v3.2 support." + "reason": "Different underlying requests: decoding behavior vs model support. The similarity is only superficial in that both are feature asks." } ] }, @@ -16585,8 +16510,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -16596,7 +16521,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "db3db4a719fbd4170c86e38cdfbd027b0dcf3fab165017f42d50280b55d989fd", + "prepared_review_unit_hash": "dd1a5beb1043470013e6c03bcc827634b89db7495f736f59ff667f8041208ff6", "component_budget": { "node_count": 2, "item_count": 2, @@ -16618,18 +16543,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are related only at a high level (custom trainers / Trainer behavior), but they describe different problems and likely different fixes: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43598 is the more concrete and central trainer-customizability request; 43600 is a separate metric-estimation concern.", + "summary": "The two issues are related only at a broad Trainer/custom-trainer theme, but they describe different behaviors in different code paths: `remove_unused_column` customization vs FLOPS estimation for custom trainers. I would not treat them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43598 is the better canonical issue because it is the more general request about making Trainer behavior customizable, while the other issue is a narrower estimation problem.", "canonical_pr_reason": null, - "best_issue_reason": "43598 is the better representative issue for this cluster because it targets a specific Trainer customization gap rather than a narrower FLOPS-reporting edge case.", + "best_issue_reason": "Issue #43598 is the best representative of the cluster since it frames the broader Trainer customizability concern that could subsume related follow-ups.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share the broad theme of custom trainers, but the underlying bugs are different: `remove_unused_column` behavior versus FLOPS estimation logic. Not the same fixable issue." + "reason": "Same broad area, but different underlying problems and code paths; one is about unused-column removal customization, the other about FLOPS estimation for custom trainers." } ] }, @@ -16648,8 +16573,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -16659,7 +16584,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "91770ba5902bcdf51a75ab7a7967b2155c4aeb0f0e7f2eef15115fd4b562c331", + "prepared_review_unit_hash": "e990719cf0b3a1a2ce4dfa139120ed60ba7cef935bc4e77e41ab368ddd74830b", "component_budget": { "node_count": 2, "item_count": 2, @@ -16681,18 +16606,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related only at a broad level (Qwen model registration in Auto classes), but they target different model families and different auto-class behaviors, so they are not duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #43684 is the broader request and more likely to serve as a canonical issue for Qwen auto-registration coverage, since it asks for model registration in multiple AutoModel classes.", + "summary": "These are related only at a broad API-registration level, but they request different model families and different auto-class tasks, so they should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43684 is the broader, more general API-registration request and is the better representative if grouping by theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the better representative for the cluster because it is the more general registration request; #44405 is a narrower, different feature request for sequence classification on Qwen3.5.", + "best_issue_reason": "Issue 44405 is the more specific user-facing gap, but it is a different task/model combination and not a better duplicate-canonical for 43684.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Reject: they concern different underlying changes. #43684 is about adding Qwen3-Omni registration to AutoModel/AutoModelForConditionalGeneration, while #44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model variants and different auto-class targets mean they would not be merged into one fix." + "reason": "Different underlying requests: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration vs Qwen3.5 AutoModelForSequenceClassification support. Same broad subsystem, but not the same code-path fix." } ] }, @@ -16710,9 +16635,9 @@ "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, + "reason": null, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -16729,12 +16654,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "7657a1295e6344ff6fe3d84cf018dc398db95dac3e734c95f91f346e06fb6417", + "prepared_review_unit_hash": "9e5466be22e367883007fb46bfd4763f6bdc134ae55aa9b550ee4948bcb2e1a0", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4261, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -16742,7 +16667,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4261, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -16751,58 +16676,55 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the exact title \"huggingface \" and were opened in a short time window; issue 43835 has a different title and the packet does not connect it to that cluster. Issue 43845 is the earliest of the matching-title issues and is a reasonable canonical representative.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43845 is the earliest of the exact-title \"huggingface \" issues and best represents that duplicate set.", + "summary": "The cluster is too sparse to confidently deduplicate beyond noting that the three \"huggingface\" issues are likely related by title only; \"Fett\" appears unrelated. No PRs are present.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43845 is the earliest of the three near-identical \"huggingface\" issues and is the most reasonable representative of that weak cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the best cluster representative because it matches the other two items by exact title and appears first in the matching trio.", + "best_issue_reason": "43845 is the best available issue candidate because it is earliest and shares the same title as the other plausible duplicates, though the evidence is very thin.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles, and the packet provides no shared files, targets, or body details to link them." + "reason": "Unrelated titles; \"Fett\" has no clear connection to the \"huggingface\" issues." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles, with no additional evidence in the packet connecting them." + "reason": "Unrelated titles; no evidence these describe the same bug or request." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles, and the packet does not show any shared code-path or duplicate signal." + "reason": "Unrelated titles; no concrete shared problem is shown." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same exact title and created only seconds apart; nothing in the packet distinguishes them as separate issues." + "accept": false, + "reason": "Same vague title, but there is no description or explicit evidence proving the same underlying issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same exact title, and the creation times are still close enough to support a duplicate read with no contrary evidence in the packet." + "accept": false, + "reason": "Same vague title, but the artifacts are too sparse to confirm they are the same underlying bug." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same exact title and close creation times, with no other evidence suggesting different underlying issues." + "accept": false, + "reason": "Same vague title, but no concrete issue details are available to justify merging them." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster call is mostly grounded, but the rationale overstates the evidence. The packet only supports that 43845/43846/43859 share the exact title \"huggingface \" and are temporally near each other; it does not support saying they match \"exactly in timing\" or that 43835 is genuinely unrelated. Please keep the verdicts limited to title similarity and close creation times, without implying stronger evidence than the packet provides." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -16814,8 +16736,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -16836,88 +16758,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "71c0cb34ffae99b0747f22ca4046f43da536e35bf1c3cede8202776552b109a7", + "prepared_review_unit_hash": "14af7d6d5a4f6d4ccc8c7d4c0bd3c787069007f6356a39098b19307d31b5fc34", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster appears to be spam/placeholder issues rather than real duplicate bug reports, so there is no substantive canonical duplicate set to merge.", - "confidence": 0.9, - "canonical_issue_reason": "44371 is the earliest of the repeated '' placeholders, so it is the least arbitrary representative if one must be chosen, but the cluster does not contain a real issue to canonicalize.", + "summary": "These are low-information, likely unrelated or spammy issues; none of the soft pairs show enough concrete overlap to treat as duplicates. Issue #44418 is the most usable representative because it is the only one with a non-spam, topic-bearing title.", + "confidence": 0.88, + "canonical_issue_reason": "#44418 is the clearest and most descriptive issue in the cluster; the others are generic spam-like titles, so this is the best stand-in if one issue must represent the group.", "canonical_pr_reason": null, - "best_issue_reason": "44371 is the most representative only in the narrow sense that it matches other identical '' placeholders and is earliest; it is still not a meaningful issue.", + "best_issue_reason": "#44418 is the best overall issue candidate because it at least names a document-related enhancement, while the rest provide no actionable subject matter.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Identical spam title, but no concrete report or code-path evidence that these are the same underlying issue; they look like separate spam submissions." + "reason": "Both titles are just \"\" with no body details; that is not enough to show the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same '' placeholder, but there is no substantive description tying them to one bug report." + "reason": "Both are generic \"\" issues, but there is no concrete bug or shared problem description tying them together." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Generic documentation-suggestion title versus spam placeholder; no evidence of a shared underlying issue." + "reason": "One is spam-like and the other is a documentation enhancement request; they do not describe the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Different vague spam/marketing-style title; not the same concrete problem." + "reason": "\"\" and \"Check out \\\"Google LLC\\\"\" are unrelated generic titles with no evidence of a common underlying bug." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Both are vague, but they do not describe the same underlying bug or change." + "reason": "A documentation enhancement request is not the same as a spam-titled issue; no shared concrete problem is shown." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No concrete overlap beyond being low-information posts; not a duplicate bug report." + "reason": "The titles point to different things: documentation suggestion versus generic spam, so they should not be merged as duplicates." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are identical spam placeholders, but identical title alone is not enough to treat them as the same underlying issue." + "reason": "Identical spam-like titles alone are insufficient; there is no description or code-path evidence that they refer to the same real issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus unrelated 'Google LLC' promo-like title; no shared bug/change." + "reason": "Both look spammy, but the titles are different and there is no concrete shared issue to unify." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Unrelated low-information titles with no evidence of a common underlying issue." + "reason": "These are different generic/spam titles with no shared technical substance or explicit linkage." } ] }, @@ -16936,8 +16858,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -16947,7 +16869,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "5862a47e2f88e1739a63c1afe9c7e6b10c01ff2189cc6de6aad845b6b2b3d97a", + "prepared_review_unit_hash": "cda5b6dbc761ca783ca0b56ddcf9b0079324f9002036b878ab1a41ba5b81af6e", "component_budget": { "node_count": 2, "item_count": 2, @@ -16969,28 +16891,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues look very similar and may be duplicates, but the packet only shows identical titles plus soft-similarity evidence; without the bodies, that is not enough to make a definitive duplicate merge call.", - "confidence": 0.73, - "canonical_issue_reason": "If one must be chosen as canonical, issue:45145 is slightly better because it has an inbound reference, giving it marginally more triage signal than issue:45151.", + "summary": "These two closed issues appear to be duplicates of the same energy-optimization proposal: identical titles, very similar body sizes, and no differentiating metadata or linked targets.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and has an inbound reference, while #45151 appears to be the later duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45145 is the best issue candidate to keep as canonical for now because it is one of the two matching reports and has the stronger reference signal.", + "best_issue_reason": "Issue #45145 is the best representative issue: earliest submission, same title/topic, and slightly more central due to existing inbound reference.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "The titles match exactly, but the packet does not expose the issue bodies, so soft-similarity alone is insufficient to confirm the same underlying issue with confidence." + "accept": true, + "reason": "Same title and evidently the same proposed energy-reduction writeup; no evidence of distinct scope, so this is a duplicate pair." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The conclusion is a bit too strong for the packet. The titles are identical, but the packet does not expose the issue bodies, so \"highly overlapping descriptions\" is not directly supported. The pair only has soft_similarity evidence and deterministic_accept is false, so a duplicate verdict should be framed more conservatively." + "accept": true, + "feedback": "Grounded and conservative overall: the packet supports same title, close body sizes, no explicit links/targets, and a soft-similarity signal, so treating them as likely duplicates is reasonable. The canonical choice is also supported by earlier creation time and the inbound reference on #45145." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17056,8 +16978,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -17067,40 +16989,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "cd744a144887566c127fa4fc9ffb7e5d913a23b65fb132719ce7e2e919e34b81", + "prepared_review_unit_hash": "59d927e62707aa7fb902a8f9f67330581f9cfeb8cee483ecc0518d574d5bff2b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1667, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1667, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a broad level (4-bit inference), but they describe different bugs and code paths: Gemma4 audio modules hit a torch.finfo() TypeError on uint8 weights, while BitsAndBytesConfig.llm_int8_skip_modules changes lm_head exclusion handling and triggers an AssertionError. Not a duplicate pair.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue for a duplicate cluster: the two reports point to different failures. If one must be chosen as the more representative bug report, issue 45674 is broader and more actionable because it describes a configuration regression in BitsAndBytesConfig rather than a model-specific symptom.", + "summary": "These are two separate 4-bit inference bugs in the same general BitsAndBytes area, but they have different failure modes and repro paths: one is a Gemma4/audio-module torch.finfo() TypeError on uint8 weights, the other is an llm_int8_skip_modules regression that drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #45674 is the cleaner representative report: it states the configuration regression more directly, has a clearer causal chain, and is broader than the model-specific Gemma4 symptom in #45672.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the better standalone tracking issue: it states a concrete regression, isolates the trigger, and is likely easier to fix and verify. Issue 45672 is narrower and model-specific.", + "best_issue_reason": "#45674 is the best issue to anchor triage because it describes a concrete, reproducible BitsAndBytesConfig bug with a distinct code-path and likely wider applicability.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different underlying bugs: one is a Gemma4/audio uint8 weight dtype failure in torch.finfo(), the other is a BitsAndBytesConfig exclusion-list regression causing an AssertionError. Same broad area, not the same fix." + "reason": "Reject: same subsystem and both affect 4-bit inference, but they are different bugs. #45672 is a torch.finfo() TypeError on uint8 audio-module weights for Gemma4; #45674 is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion." } ] }, @@ -17119,8 +17041,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -17130,40 +17052,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "78f6891b3cbed2aa2ba780be392ec9cf71a5358c5b26125356f64795cdec6dd0", + "prepared_review_unit_hash": "a78e14f2779e230273c91076eb9ece2057b5929b4f2865a3510f262dd6095f4b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "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 extremely low-signal and look like unrelated name/date entries rather than duplicate bug reports. I would not cluster them as the same underlying issue.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #45762 is the better representative only because it was created first; neither issue contains enough technical detail to justify a true duplicate canonical.", + "summary": "Two closed issue titles that look like unrelated personal-name/date entries, with no body, links, or technical context. The soft similarity signal is too weak to treat them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45762 is slightly cleaner/earlier and can serve as the cluster representative, but there is no meaningful technical signal in either issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45762 is the most suitable placeholder canonical within this pair due to earlier creation time, but the cluster should not be treated as a real duplicate set.", + "best_issue_reason": "Issue 45762 is the best available representative only by chronology and formatting; neither issue appears to describe an actual bug or change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different titles with no bodies, filenames, targets, or discussion evidence; they do not appear to describe the same bug or change." + "reason": "Different named individuals and dates; no shared problem description or evidence of the same underlying issue." } ] }, @@ -17182,8 +17104,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -17193,40 +17115,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "650caea3c1400805ac2f954963bee96dc360be9bf250ffc7a321d047f7684f60", + "prepared_review_unit_hash": "d8e7d1b0bd7e42a5a7fafe4f5ad2e6aeee3a49a608f24fa6a963ec7b33b5ac52", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with only personal-name/date titles and no body or linkage evidence. They do not describe a shared bug or change, so they should not be treated as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 45764 is the earliest of the two, but neither issue contains actionable problem details; if one must be selected, the older item is the only consistent tiebreaker.", + "summary": "The two closed issues are just distinct name/date entries with no body or shared technical context, so they do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45764 is marginally better only as the earlier placeholder entry, but neither issue is a good canonical bug report because both lack any substantive description.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles are different personal names with dates, and there is no body, target, filename, or discussion evidence indicating the same underlying issue." + "reason": "Different personal-name/date titles, no bodies, links, or shared technical context; no sign of the same underlying issue." } ] }, @@ -17245,8 +17167,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -17266,7 +17188,7 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "e38a57a32d46b1b778be65747f7e130fe75e63b8fddbf19169050a34a71aea2a", + "prepared_review_unit_hash": "ada7cbc42300b03d58a9df249d56f7f120886cabccaf317df934721d9b61ca86", "component_budget": { "node_count": 5, "item_count": 5, @@ -17288,66 +17210,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two clear duplicate pairs: 45870=45871 and 45872=45873. Issue 45869 is unrelated, and the two duplicate pairs appear to describe different feature/example requests rather than the same underlying item.", - "confidence": 0.92, - "canonical_issue_reason": "45870 is the best canonical issue among the duplicate set because it is an exact match to 45871, appears earlier, and has a clean representative title for its subgroup.", + "summary": "The cluster is not one single duplicate set. It contains two exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is only thematically related and should remain separate.", + "confidence": 0.95, + "canonical_issue_reason": "45870 is the best canonical representative for the main duplicate pair because it is the earliest exact duplicate of 45871 and has the clearest, most general title; 45872/45873 form a separate duplicate pair, and 45869 is not the same request.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the strongest overall issue choice: it is an exact duplicate target, earliest in its pair, and more representative than the unrelated dataset-sales issue.", + "best_issue_reason": "45870 is the best overall issue to keep as the representative cluster item: it is an exact duplicate target, appears earliest, and is the broadest phrasing of the shared DataForge financial prediction example.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different subjects: dataset bundle promotion vs. a financial time series example request." + "reason": "Dataset bundle offer vs. an example request; only loose financial-domain overlap, not the same issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different subjects: dataset bundle promotion vs. a financial time series example request." + "reason": "Same as above: unrelated dataset promotion vs. example issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and same apparent issue content; this is a direct duplicate pair." + "reason": "Exact duplicate title and matching body size; same DataForge financial time-series example request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are finance-themed, but they describe different requests: a prediction example vs. a scraping-service example." + "reason": "Related topic, but 45872 adds a scraping service and is a distinct request rather than the same underlying issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Both are finance-themed, but they describe different requests: a prediction example vs. a scraping-service example." + "reason": "Same as 45870/45872: not the same concrete request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different feature/example requests with no evidence they are the same underlying issue." + "reason": "Different request scope; one is a prediction example, the other includes scraping service." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different feature/example requests with no evidence they are the same underlying issue." + "reason": "Different request scope; not the same underlying issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and same apparent issue content; this is a direct duplicate pair." + "reason": "Exact duplicate title and matching body size; same DataForge financial time-series plus scraping service request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is well grounded in the packet: 45870/45871 and 45872/45873 are exact-title matches with matching body lengths, so calling them duplicate pairs is reasonable. The non-duplicate judgments are conservative and based on clearly different titles/themes. No evidence is overstated." + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are exact title/body-length duplicates, while 45869 is only loosely related by theme. The soft-edge rejections are conservative, and the representative choice is supported by the evidence provided." }, "evaluator_used": true, "retried": false, @@ -17407,172 +17329,172 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "32b5a81163cac9b149b953e91144bd3ce48778beb1a6487a414ded876708de02", + "prepared_review_unit_hash": "63b3f800ba1aafaa4723ff006644e4749e5e805c416b696b57d00b2a93cb2ba9", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38372, - "estimated_input_tokens": 9593, - "estimated_eval_tokens": 19442 + "serialized_chars": 38374, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38372, - "estimated_input_tokens": 9593, - "estimated_eval_tokens": 19442 + "serialized_chars": 38374, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated pull requests. The only true duplicate pair is the two `fixed_cross_entropy` PRs (43251 and 43254), which patch the same function for the same issue. All other soft links are broad topical similarities, not the same underlying change.", - "confidence": 0.97, + "summary": "Mostly unrelated PRs grouped by loose similarity; the only true duplicate-like pair is the two fixed_cross_entropy patches for the same cross-entropy kwargs change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best representative of the only real duplicate set: it directly targets issue 43240 and implements the core `cross_entropy` kwargs pass in `loss_utils.py`.", + "canonical_pr_reason": "PR #43251 is the better canonical among the only real duplicate pair: it directly targets issue #43240 and cleanly forwards the new cross-entropy kwargs in the shared code path.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest canonical PR because it is issue-linked, addresses the exact code path, and is the more complete/explicit version of the duplicate pair with 43254.", + "best_pr_reason": "PR #43251 is the best representative of the cluster\u2019s only genuine overlap; the rest are unrelated feature/fix PRs and should not be merged into a single duplicate set.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different models/features: VideoPrism model addition vs ExecuTorch dynamic-shape export test." + "reason": "Unrelated changes: VideoPrism model/docs vs ExecuTorch dynamic-shape export test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API cleanup vs adding a new MobileLLM model; same library area, different code change." + "reason": "Unrelated: Mistral tokenizer methods vs adding MobileLLM model implementation." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer methods and ExecuTorch export tests are unrelated changes." + "reason": "Unrelated tokenizer API fix vs ExecuTorch export test." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs new MobileLLM model addition; not the same bug or change." + "reason": "Unrelated processor-pretrained robustness work vs MobileLLM model addition." }, { "left": "pull_request:43251", "right": "pull_request:46067", "accept": false, - "reason": "Different subsystems: loss helper kwargs support vs conversion/loading prefix handling." + "reason": "Different code paths: cross-entropy helper kwargs vs model conversion loading/base_model_prefix handling." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "`fixed_cross_entropy` kwargs fix is unrelated to adding MobileLLM." + "reason": "Cross-entropy loss helper change is unrelated to MobileLLM model addition." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss helper kwargs fix is not the same as Mistral4 test/model work." + "reason": "Loss utility kwargs fix is unrelated to Mistral4 test/model changes." }, { "left": "pull_request:43424", "right": "pull_request:46067", "accept": false, - "reason": "ExecuTorch dynamic-shape tests and conversion prefix fixes do not share the same underlying bug." + "reason": "ExecuTorch export tests are unrelated to conversion/base_model_prefix loading fixes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Dynamic export test coverage vs Mistral4 test fixes are distinct changes." + "reason": "ExecuTorch export test vs Mistral4 test/fix work; not the same bug." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch export testing and MobileLLM model addition are unrelated." + "reason": "Different models and purposes: export test vs new model implementation." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support is unrelated to class config resolution ordering." + "reason": "MobileLLM addition is unrelated to config resolution ordering in modeling_utils." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Adding MobileLLM and refactoring Falcon output collection are different model implementations." + "reason": "New model implementation vs Falcon output-interface refactor; not the same concrete issue." }, { "left": "pull_request:43823", "right": "pull_request:46067", "accept": false, - "reason": "Model addition vs base_model_prefix conversion loading fix are not the same change." + "reason": "MobileLLM model addition is unrelated to loading/conversion prefix handling." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor and Mistral4 test fixes are different model-specific updates." + "reason": "Falcon output-capture refactor and Mistral4 test fixes are different model-specific changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill addition are unrelated." + "reason": "Falcon model refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:44827", "right": "pull_request:46067", "accept": false, - "reason": "Mistral4 test/model changes do not match the conversion-loading prefix bug fix." + "reason": "Mistral4 test fixes are unrelated to conversion loading/base_model_prefix logic." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 fixes and `layrnorm`\u2192`layernorm` renaming are unrelated code paths." + "reason": "Mistral4 test fixes vs layernorm renaming/conversion mapping; different underlying issues." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests are unrelated to adding a TDT loss kernel." + "reason": "Mistral4 test fixes are unrelated to adding the TDT loss kernel." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 changes and config-resolution ordering fixes are different bugs." + "reason": "Mistral4 test changes do not match config-resolution ordering fixes." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model-specific test fixes and the model-creation skill PR are not the same underlying change." + "reason": "Mistral4 test fixes are unrelated to the model-creation skill PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model support and model-creation skill docs are not duplicate fixes." + "reason": "MobileLLM model addition and the model-creation skill are not the same concrete change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to add `weight`/`label_smoothing` support to `fixed_cross_entropy`; they address the same concrete bug and could be merged into one." + "reason": "Both PRs patch the same helper, fixed_cross_entropy, to forward new nn.functional.cross_entropy kwargs; they address the same underlying bug/change and could be merged together." } ] }, "evaluator_result": { "accept": true, - "feedback": "The evaluation is grounded in the packet: the only pair with shared file and shared issue target is 43251/43254, and the rest are reasonably treated as soft topical similarities only. The mergeability judgment for 43251/43254 is conservative and supported by both diffs touching the same function for the same bug." + "feedback": "The evaluation is grounded in the packet and stays conservative. The only mergeable same-bug pair is PR #43251 / #43254: both modify src/transformers/loss/loss_utils.py, both target issue #43240, and both forward new cross-entropy kwargs. The other soft-edge rejections are reasonable based on the provided diffs and titles, without overstating unrelatedness." }, "evaluator_used": true, "retried": false, @@ -17599,12 +17521,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "9abce2bab5a98c95270a9d2a1f8b1fc277f2dfc22a200d3414f0b935113e3194", + "prepared_review_unit_hash": "0c5d348500307fdd83910d876844138a083b72b4de44fdfafcebab57e8eb7858", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -17612,7 +17534,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -17621,18 +17543,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both add VibeVoice-related support, but they target different scopes: one is the base VibeVoice integration, the other is a draft realtime extension with acoustic tokenizer work. They are related, not duplicates.", - "confidence": 0.9, + "summary": "Both pull requests are about VibeVoice, but they are not the same change: PR 40546 implements the core VibeVoice model/docs integration, while PR 42781 adds a separate VibeVoice Realtime path plus an acoustic tokenizer and generation updates. They share model-family files, but they target different functionality and would not plausibly be merged as one duplicate PR.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the main, non-draft VibeVoice implementation with substantial review activity and appears to establish the core model support.", + "canonical_pr_reason": "PR 40546 is the better canonical PR because it is the original broad implementation of VibeVoice and covers the base model integration that the later realtime work builds on.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the strongest standalone PR candidate: it implements the core VibeVoice integration across auto-mapping, model code, docs, and pipeline hooks, whereas #42781 is a draft realtime extension dependent on that base work.", + "best_pr_reason": "PR 40546 is the best representative artifact for the cluster because it is the main VibeVoice implementation; PR 42781 is a distinct extension for realtime support rather than a duplicate of the base model PR.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Do not merge: #40546 adds the core VibeVoice model integration, while #42781 adds a realtime variant plus acoustic tokenizer pieces. They share a subsystem and filenames, but they are not the same concrete change or bug fix." + "reason": "Reject: despite overlapping filenames, 40546 implements the core VibeVoice model, while 42781 adds VibeVoice Realtime plus acoustic tokenizer and generation changes. These are related but distinct changes, not the same concrete fix or mergeable duplicate PR." } ] }, @@ -17662,12 +17584,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "d1af881552b7c89ce144c07bc3460abf387c740fd3195ff10416b4b02af01115", + "prepared_review_unit_hash": "77be279bd61915214e96a0ea0f78776ea9fa2a2bcf3d5f9670afebb815efa125", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17675,7 +17597,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17684,18 +17606,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated feature additions: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not look mergeable into a single PR or like the same underlying change.", + "summary": "False-positive cluster: one PR adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch unrelated models and code paths.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present; as a representative PR, #41224 is the stronger canonical choice because it is a clearly scoped, concrete model capability addition with substantial review activity.", + "canonical_pr_reason": "No canonical PR: these changes target different models, filenames, and code paths, so they are not duplicates of the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the best global representative because it is a focused, end-user feature addition with more discussion and a cleaner, narrower scope than the TimesFM covariate work.", + "best_pr_reason": "No best PR for deduplication: neither PR is a suitable representative of the other because they solve unrelated tasks.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different code paths: TimesFM forecasting with covariates versus DINOv3 image classification support. They are not the same bug or change and should not be merged." + "reason": "Reject: TimesFM forecasting with covariates and DINOv3 image-classification support are unrelated features with no shared target code path." } ] }, @@ -17790,12 +17712,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "cf9fc70e5c81a0c654faf0015341c73debc7997916bf67558a0d43aeefd47439", + "prepared_review_unit_hash": "c92b3d2c659d022ab8be79301e31565e1826a6e3f508e1c8ea566e59d1576fdd", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10433, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17803,7 +17725,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10433, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17812,24 +17734,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate new-model additions that share infrastructure files but target different models (DeepSeek OCR, Isaac, and Kimi2-6). They are not duplicate fixes/changes.", + "summary": "These are three unrelated model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) that share transformer scaffolding but do not fix the same code-path problem. They should not be deduplicated or merged as one change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: the PRs implement different model integrations, not the same underlying change.", + "canonical_pr_reason": "PR 45630 is the strongest representative of the cluster by activity and scope, but it is still an independent model-addition PR rather than a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45630 is the strongest standalone representative because it has the broadest implementation surface and the highest review activity, but it is still distinct from the others.", + "best_pr_reason": "PR 45630 has the broadest and most reviewed integration work in this set, making it the best single representative if one must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Both add new model integrations and touch shared auto-registration/docs files, but one is for DeepSeek OCR and the other for Isaac; different models and code paths." + "reason": "Different model integrations (DeepSeek OCR vs Isaac). Shared docs/auto-registration files are just standard scaffold updates, not evidence of the same underlying fix." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "They overlap on model-addition plumbing, but Isaac and Kimi2-6 are unrelated model implementations with different configs, processors, and modeling code." + "reason": "Different model integrations (Isaac vs Kimi2-6). They only overlap on generic model-registration/docs plumbing, so they are not the same change." } ] }, @@ -17859,7 +17781,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "fe662aec5d6279381628a8b7e6ad5b087b23be593817119204e725a5d398a4ac", + "prepared_review_unit_hash": "790d50588d3fed99ec733c840c8449a83b62a2910cedac326b8be9f521798340", "component_budget": { "node_count": 2, "item_count": 2, @@ -17881,18 +17803,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are workflow dependency bump PRs, but they target different actions and different upgrade goals: one is mainly GitHub Actions runtime compatibility, the other is Docker build action updates. They are related in theme, not duplicates.", - "confidence": 0.96, + "summary": "Both PRs are broad GitHub Actions maintenance changes, but they upgrade different actions and fix different compatibility tracks, so they should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical PR because it is the broader workflow-maintenance change, centered on upgrading multiple GitHub Actions for Node 24 compatibility across many workflows.", + "canonical_pr_reason": "PR 42975 is the better representative because it is the broader, more systematic workflow-action upgrade across many files; PR 42976 is a separate Docker action bump with a different change set.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest representative of the cluster since it touches more workflow files and has a clearer single maintenance theme than the narrower Docker-action bump in 42976.", + "best_pr_reason": "PR 42975 is the strongest standalone candidate for the cluster because it covers the wider Node 24 compatibility effort and touches more of the affected workflow surface area.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: these are not the same underlying change. 42975 upgrades checkout/cache/upload-artifact and other workflow actions for Node 24 compatibility, while 42976 updates docker/build-push-action to v6 in Docker image workflows. They affect different actions and code paths and would not be merged as one PR." + "reason": "They are not the same underlying change: 42975 updates general GitHub Actions/runtime compatibility (checkout/cache/upload-artifact and other workflow actions), while 42976 specifically bumps docker/build-push-action in Docker image workflows. Shared workflow filenames alone are not enough to treat them as one PR." } ] }, @@ -17931,7 +17853,7 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:46162" ], - "prepared_review_unit_hash": "595b8d631334a237247ac47c99226631e0b864e9b6948e40ca0876ec6faa092b", + "prepared_review_unit_hash": "b8fcab7199b4abe7f14d4a62734117ebec12b1f4c84ffbed82601bf243334077", "component_budget": { "node_count": 5, "item_count": 5, @@ -17953,54 +17875,54 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only superficially similar because they mostly add models and touch shared registry/docs files; they do not fix the same bug or implement the same change. The Florence2 XPU test tweak is especially unrelated. No soft-edge pair should be merged as duplicates.", - "confidence": 0.95, + "summary": "These are not duplicates: they are separate model-addition PRs for different models (ViT NEPA, Molmo, Molmo2, CTSM) plus one small test-only XPU change. They share some framework/doc/auto-mapping files, but each targets a different code path and model family.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No PR here appears to be a duplicate of another; if one must be chosen as the representative, #43451 (Molmo2) is the broadest and most complete model-addition PR, with substantial model, processor, auto-mapping, docs, and test coverage plus the highest review activity.", "best_issue_reason": null, - "best_pr_reason": "#43451 (Add Molmo2) is the strongest standalone representative: it is the most substantial model-addition PR in the set, with broad implementation and test coverage, but it is still not a duplicate of the others.", + "best_pr_reason": "#43451 is the strongest single representative of the cluster because it is a full-featured model integration, not just a doc/test tweak, and it has the most extensive implementation footprint and discussion.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo). Shared docs/auto-registry changes are expected for new-model PRs, not evidence of the same underlying change." + "reason": "Different model families and different integrations (ViT NEPA vs Molmo); shared docs/auto files are generic framework plumbing, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo2). They touch similar infrastructure but implement separate models and code paths." + "reason": "ViT NEPA and Molmo2 are unrelated model additions touching different architectures and code paths." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families and tasks (vision model addition vs CTSM time-series model addition). Only broad framework files overlap." + "reason": "ViT NEPA and CTSM are distinct model additions; overlap is only in shared registry/documentation files." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model implementations with distinct configs, processors, and tests; not the same bug or same change." + "reason": "Molmo and Molmo2 are separate model releases with different model code, processors, and tests; they are not one concrete bug fix." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo (multimodal) and CTSM (time-series) are unrelated model additions. The overlap is only in shared registration/docs plumbing." + "reason": "Molmo and CTSM are different model integrations, not the same underlying change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM target different model architectures and code paths, so they should not be deduplicated." + "reason": "Molmo2 and CTSM target different model families and implementation paths; shared auto-registry edits are incidental." }, { "left": "pull_request:45490", "right": "pull_request:46162", "accept": false, - "reason": "CTSM model addition vs a tiny test-only XPU expectation change in Florence2/LFM2-VL. Completely different scope and purpose." + "reason": "CTSM is a new model integration, while #46162 is a tiny test-only XPU expectation update; they do not fix the same problem and should not be merged together." } ] }, @@ -18038,70 +17960,70 @@ "pull_request:43665|pull_request:46161", "pull_request:44815|pull_request:46161" ], - "prepared_review_unit_hash": "ae6ce2c04d8694b88ca11a477c9678454304243605f05cce1a012d7892a1c83f", + "prepared_review_unit_hash": "6a633d677e23ca93abfcfa5633787af07261d539712ed4ca09dcbcf2965b08ac", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 6, - "serialized_chars": 11986, - "estimated_input_tokens": 2997, - "estimated_eval_tokens": 6250 + "serialized_chars": 11991, + "estimated_input_tokens": 2998, + "estimated_eval_tokens": 6252 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 6, - "serialized_chars": 11986, - "estimated_input_tokens": 2997, - "estimated_eval_tokens": 6250 + "serialized_chars": 11991, + "estimated_input_tokens": 2998, + "estimated_eval_tokens": 6252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: several test-only or unrelated subsystem PRs, with no convincing duplicate pairs. The strongest standalone bugfix is the tokenizer subfolder fallback PR.", - "confidence": 0.9, + "summary": "These PRs do not look like duplicates: they span unrelated areas (Whisper tokenization/tests, model test cleanup, FP8 dequant/loading, FSDP tied weights, and tokenizer subfolder fallback).", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46161 is the most concrete single-purpose fix: it has an explicit issue target and a focused code-path change in tokenizer loading fallback behavior.", + "canonical_pr_reason": "No clear duplicate PR cluster here; if one must be used as an anchor, 44815 is the strongest standalone product fix because it targets a specific FP8 dequant/loading path with concrete code changes.", "best_issue_reason": null, - "best_pr_reason": "PR 46161 is the best representative because it addresses one clear bug in one subsystem, unlike the other PRs which are test-only, vague, or span unrelated areas.", + "best_pr_reason": "44815 is the best representative of the set because it is the most substantive and clearly defined code-path fix; the others are test-only or touch unrelated subsystems.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both touch tests, but they target different models and do not appear to fix the same underlying bug or change." + "reason": "Both are test-related, but they target different models and failure modes (Whisper tokenizer behavior vs CLIP/ViT test cleanup). Not the same underlying bug/change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test changes and FP8 dequant/loading changes are unrelated code paths." + "reason": "Whisper tokenization/tests and FP8 dequant/loading are unrelated code paths; no plausible single merged fix." }, { "left": "pull_request:43665", "right": "pull_request:46102", "accept": false, - "reason": "A CLIP/ViT test-only PR is not the same bug/change as an FSDP tied-weights cleanup/fix." + "reason": "Test cleanup assertions in model tests are unrelated to the FSDP tied-weights change." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test assertion edits in vision model tests do not match the FP8 dequant fix in core loading and quantization." + "reason": "A test-only PR and an FP8 kernel/loading fix do not address the same concrete problem." }, { "left": "pull_request:43665", "right": "pull_request:46161", "accept": false, - "reason": "These address different areas: model test edits versus tokenizer subfolder fallback logic." + "reason": "Model test edits are unrelated to tokenizer subfolder fallback logic in processing_utils." }, { "left": "pull_request:44815", "right": "pull_request:46161", "accept": false, - "reason": "FP8 dequant/loading logic and tokenizer fallback loading are unrelated fixes and would not plausibly merge as one PR." + "reason": "FP8 dequant padding/loading changes and tokenizer fallback behavior are distinct subsystems with different bugs." } ] }, @@ -18138,7 +18060,7 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "6de52fc7cd0ff537f4dfa0ddee7d0f9f884fb47333a44a8651ae9c10c0352846", + "prepared_review_unit_hash": "6e78a23b3229ba4adaeab1b46484990cbe94677985c2cc2cf8785990a0a536af", "component_budget": { "node_count": 5, "item_count": 5, @@ -18160,48 +18082,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated test/don't-merge PRs. The only clear duplicate pair is the ViT test-migration fork: 46100 and 46114 have the same file and effectively the same failing-test diff. The grafana PR 45932 is not the same change, and the remaining PRs only overlap superficially on test files.", - "confidence": 0.94, + "summary": "Only one clear duplicate pair exists: the two identical ViT test-migration PRs. The other PRs touch different subsystems and/or contain unrelated CI/config/model changes, so they should not be merged together as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46100 is the best canonical PR because it is the clearest representative of the only true duplicate pair: it has the same ViT test-file diff as 46114, with a neutral, descriptive title and earlier creation time.", + "canonical_pr_reason": "PR 46100 is the best canonical representative of the exact duplicate pair: it has the same diff as 46114, a cleaner/generic title, and no extra fork-specific framing.", "best_issue_reason": null, - "best_pr_reason": "Overall, 46100 is the best PR to keep as the representative artifact for this cluster because it matches another PR exactly, while the other items are either unrelated workflow/config experiments or only share a broad test subsystem.", + "best_pr_reason": "PR 46100 is the best global PR choice because it exactly matches its duplicate partner while being the cleaner canonical instance of that change; the other PRs are unrelated experiments in setup, CI workflows, or broader model/testing changes.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Both touch ViT tests, but the actual changes are different: 43488 is a setup/version/dependency bot check, while 46114 is a failing-test migration fork. Same file alone is not enough." + "reason": "Different changes: 43488 is setup/dependency/version-bump plumbing, while 46114 only edits ViT tests for migration. Shared test filename is incidental." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "These are both don't-merge test harness PRs, but they modify different CI/workflow paths and different test-related plumbing, not the same concrete bug or change." + "reason": "They target different code paths and goals: package/setup changes versus CI workflow and notification/testing utilities." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Shared test-file overlap is incidental; 43532 is workflow/notification plumbing, while 46114 is a direct ViT test migration change." + "reason": "43532 is a workflow/CI diff with multiple supporting files; 46114 is a tiny ViT test edit. Not the same underlying change." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "45932 is a broad grafana/OTEL and model config tweak PR; 46100 only adds failing assertions in the ViT test file. They are not the same underlying change." + "reason": "Despite both being test-related, 45932 is a broad Grafana/CI/model sweep across many files, while 46100 is only a focused ViT test migration. They are not the same concrete fix." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "These appear to be the same PR duplicated/forked: identical ViT test-file changes, same failing assertions, and the titles indicate the same test-migration purpose." + "reason": "These are the same PR change: identical diff in the same ViT test file, with only the title/metadata differing. They are clear duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the non-duplicate pairs. The only accepted soft edge, 46100 vs 46114, is supported by identical ViT test diffs and is mergeable as a single PR for the same change. The rejections for the other pairs are also reasonable given the differing workflow/config/test-harness contexts." + "feedback": "Grounded and conservative overall. The exact duplicate pair is 46100/46114, and the other false verdicts are justified by the packet because those PRs touch different areas or broader multi-file changes rather than a single shared bugfix. The summary is also appropriately cautious about treating only the identical ViT-test pair as a clear duplicate." }, "evaluator_used": true, "retried": false, @@ -18228,7 +18150,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "ca688edc68e29d5bfe851b71efb4fe2434cd830f75620e020bb95b6399f32ab4", + "prepared_review_unit_hash": "02efe351d6725f5fc920e260da08f4d10d6c2387833727d33acb60feb1e62936", "component_budget": { "node_count": 2, "item_count": 2, @@ -18250,18 +18172,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs with overlapping documentation and pipeline registration changes, but they implement different endpoints and model stacks: Promptable Concept Segmentation vs Promptable Visual Segmentation. They should not be merged as duplicates.", - "confidence": 0.98, + "summary": "These are two separate feature PRs for different pipelines: promptable concept segmentation vs promptable visual segmentation. They overlap in docs/pipeline scaffolding but do not fix or implement the same underlying change, so they should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two pull requests target different concrete pipelines and code paths, despite sharing similar scaffolding and docs updates.", + "canonical_pr_reason": "No single canonical duplicate PR: 43612 and 43613 implement different pipelines with different model/test coverage and distinct task docs.", "best_issue_reason": null, - "best_pr_reason": "If a single representative is needed, PR #43613 is the broader, more central feature addition, but it is not a substitute for #43612 because it implements a different segmentation pipeline.", + "best_pr_reason": "43613 is the stronger standalone representative if one must be picked: it has the broader visual-segmentation integration surface and more extensive model/test updates, but it is still distinct from 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. Shared docs/test registry changes are not enough to treat them as the same change." + "reason": "Different pipeline features and code paths: concept segmentation vs visual segmentation. Shared docs/registry plumbing is not enough to treat them as the same change." } ] }, @@ -18291,40 +18213,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "3361ed5bab0b3be881a0cc396043c2cb028141af7954ebc96fa813e9c9016708", + "prepared_review_unit_hash": "a24e0b1e6d2d021d15e0a44b7fe559c20e95b2d3ad6f435b0bdf76304ad28c8a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct trainer.py PRs: one changes gradient-accumulation loss scaling behavior, the other refactors signature-column filtering for custom trainers/PEFT. They share a file but not the same underlying bug or change, so the soft similarity edge should be rejected.", - "confidence": 0.98, + "summary": "The two open PRs touch the same file but address different trainer extension points: one changes gradient-accumulation loss scaling, the other adds an overrideable signature-column helper. They are related to Trainer customization, but not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: PR #43651 fixes loss scaling in training_step, while PR #43663 refactors column-signature filtering for custom trainers. Different code paths and different behaviors.", "best_issue_reason": null, - "best_pr_reason": "No single PR cleanly represents a duplicate set here; if forced, 43651 is the more concrete bug fix, but the two PRs are unrelated and should not be merged as duplicates.", + "best_pr_reason": "PR #43651 is the stronger representative of the cluster because it is a concrete behavioral fix in the training loop, whereas PR #43663 is a narrower extensibility refactor.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and goals: 43651 adjusts loss scaling during training_step, while 43663 extracts signature column logic for data filtering. Shared filename alone is not enough to treat them as the same change." + "reason": "Different underlying changes: #43651 controls gradient-accumulation loss normalization, while #43663 adds a helper for inspecting model forward signatures and column filtering. Same file, but not the same bug or mergeable fix." } ] }, @@ -18354,12 +18276,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "34696e302b5f754e313160b65fc448d96902b64ad0d11a3f70593e8621df1bab", + "prepared_review_unit_hash": "d32c6008bf71ccf8a834051cdbf182cdfd135de62492368922a0b29d74ddba0f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3661, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18367,7 +18289,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3661, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18376,18 +18298,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same CLI file, but they address different NameError causes: one is a broader annotations/future-import cleanup, the other is specifically about guarding a TypeAdapter annotation when pydantic is absent. They are related, but not the same underlying fix.", + "summary": "Two open PRs touch the same CLI file and both mention NameError, but they fix different typing/runtime problems in the serve CLI. They are related, not duplicates.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for a duplicate cluster: the PRs target different bug conditions and different fixes, despite overlapping in src/transformers/cli/serve.py.", + "canonical_pr_reason": "PR 43842 is the tighter, more explicit fix: it directly addresses the TypeAdapter NameError when pydantic is absent and has the clearest issue-targeted title/diff. PR 43656 is a separate typing/annotation cleanup for the same file.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the more specific and self-contained fix for the reported TypeAdapter/pydantic-missing NameError, so it is the better representative of the cluster if one must be chosen.", + "best_pr_reason": "PR 43842 is the best representative of the cluster because its title, target, and diff all align on one concrete failure mode in the CLI. PR 43656 is adjacent but fixes a different annotation-related problem.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject: same file and similar symptom, but the diffs fix different runtime problems. 43656 adds future annotations and type-hint cleanup; 43842 explicitly guards TypeAdapter for missing pydantic. They are not the same concrete bug and could be merged independently." + "reason": "Both touch src/transformers/cli/serve.py and involve typing annotations, but they fix different NameErrors: 43656 changes forward-reference handling for model/processor annotations, while 43842 fixes missing pydantic TypeAdapter import/annotation handling. They are not the same underlying bug and would not naturally merge into one PR." } ] }, @@ -18580,7 +18502,7 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "9742dd65406bb5e173547c1f329ebac77182443b78966945f2be4c0b91fb6d5d", + "prepared_review_unit_hash": "c08293347c587c21e1bf5c482110dc21b57f23dbc5b0a6a281401926a15f4c63", "component_budget": { "node_count": 28, "item_count": 28, @@ -18593,273 +18515,273 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76938, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76934, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad sweep of model-by-model output-tracing refactors, but only a few PRs are true duplicates within the same concrete code path. The strongest duplicate group is GPT-J/codegen, plus a separate GPT-Neo pair.", - "confidence": 0.89, + "summary": "This is mostly a set of parallel, model-specific output-tracing refactors under the same broader initiative, not one duplicate cluster. The only clear duplicate groups are the GPT-J/CodeGen PRs and the GPT-Neo PRs; the rest touch different model code paths and should stay separate.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44722 is the best representative because it is the most complete version of the GPT-J/codegen output-tracing refactor, directly overlaps the earlier GPT-J PRs, and is explicitly tied to the tracking issue.", + "canonical_pr_reason": "44722 is the cleanest representative of the GPT-J/CodeGen duplicate subset: it overlaps heavily with 44066 and 44085 on the same code paths and looks like the most consolidated revision.", "best_issue_reason": null, - "best_pr_reason": "PR #44722 is the most suitable global canonical PR: it covers the same concrete output-tracing change as the earlier GPT-J work, subsumes the overlapping subsets, and has the broadest applicable diff among the accepted duplicates.", + "best_pr_reason": "44722 is the best single PR to anchor this cluster because it is the most consolidated version of the only clearly duplicated change set, while the other PRs are mostly distinct model-by-model refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same theme, but not the same concrete change." + "reason": "Different model families (CVT/FNet vs GPT-J); same initiative, but not the same concrete code path." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both are output-tracing refactors, but they touch unrelated models and code paths." + "reason": "CVT/FNet output-tracing refactor vs DeBERTa output-tracing refactor; unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same file; 44085 looks like a narrower subset of the same change." + "reason": "Both target the same GPT-J output-tracing refactor in the same file; 44085 looks like an alternate/partial revision of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet vs EfficientNet; same refactor pattern, but separate model implementations." + "reason": "ResNet/RegNet/RT-DETR ResNet vs EfficientNet; same pattern, different code path." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/codegen are unrelated concrete code paths." + "reason": "EfficientNet is unrelated to GPT-J/CodeGen; only the refactor pattern is shared." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/codegen vs EfficientNet; only the refactor pattern is shared." + "reason": "GPT-J/CodeGen vs EfficientNet; different model code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated implementations." + "reason": "MobileNetV2 vs DeBERTa; both standardize outputs, but they are separate model changes." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/codegen and MGP-STR are different model paths, not duplicates." + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; not the same underlying bug or change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/codegen vs MPT; same infrastructure idea, different model change." + "reason": "GPT-J/CodeGen and MPT are distinct model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both PRs refactor GPT-Neo output tracing in the same model/file and appear to address the same change." + "reason": "Both are GPT-Neo output-tracing refactors in the same model file; they look like the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/codegen and GPT-Neo are separate model-specific refactors." + "reason": "GPT-J/CodeGen vs GPT-Neo; similar refactor style, different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/codegen are unrelated code paths." + "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing; different models." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/codegen; same output-tracing theme only." + "reason": "MGP-STR is unrelated to GPT-J/CodeGen." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated model implementations." + "reason": "ResNet vs GPT-J; same initiative, different concrete code path." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different concrete changes." + "reason": "GPT-Neo and ResNet are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; same refactor style, different code paths." + "reason": "ResNet vs MPT; same output-tracing theme, but not the same bug/change." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/codegen are different model-specific PRs." + "reason": "GPT-Neo vs GPT-J/CodeGen; different model code paths." }, { "left": "pull_request:44068", - "right": "pull_request:44086", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs MGP-STR; not the same underlying bug/change." + "reason": "GPT-Neo and Flaubert are separate model families." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/codegen are unrelated model changes." + "reason": "MPT vs GPT-J/CodeGen; no shared code path." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:44018", + "right": "pull_request:44116", "accept": false, - "reason": "GPT2 and MGP-STR do not share the same concrete code path." + "reason": "GPT-Neo vs Flaubert; different implementations." }, { - "left": "pull_request:44085", + "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different models; only the refactor pattern matches." + "reason": "GPT-Neo vs MGP-STR; unrelated changes." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated implementations." + "reason": "GPT-Neo and GPT-J are distinct model code paths." + }, + { + "left": "pull_request:44068", + "right": "44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; same refactor pattern only." }, { "left": "pull_request:44059", - "right": "pull_request:44722", + "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and GPT-J/codegen are separate refactors in different files and models." + "reason": "GPT2 vs MGP-STR; not the same model change." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "Segformer and LongT5 are unrelated model code paths." + "reason": "GPT-J/CodeGen vs MGP-STR; different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "Segformer and GPT-J/codegen are not the same underlying change." + "reason": "ViLT vs Flaubert/XLM; separate model families." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "Segformer vs VisualBert; same tracing idea, but different model internals." + "reason": "GPT2 refactor and GPT-J/CodeGen refactor are different concrete changes." }, { - "left": "pull_request:44068", + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated model-specific refactors." + "reason": "GPT-Neo and MPT are unrelated implementations." }, { - "left": "pull_request:44056", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are different code paths." + "reason": "TextNet vs Flaubert/XLM; different model code." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "GPT2 and GPT-Neo are separate model changes." + "reason": "MPNet and LongT5 are unrelated models." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "VisualBert and LongT5 are unrelated implementations." + "reason": "RegNet vs Segformer; different model families." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "GPT2 vs MPT; same broad refactor theme only." + "reason": "RegNet and MPNet are separate model code paths." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-J and MGP-STR are not the same concrete bug/change." + "reason": "MPT vs ImageGPT; same output-tracing initiative, different underlying change." }, { - "left": "pull_request:44098", - "right": "pull_request:44017", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "ViLT and Segformer are different model families and code paths." + "reason": "GPT2 and GPT-Neo are distinct model implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model-specific refactors." + "reason": "GPT-Neo vs GPT2; not the same bug or change." }, { - "left": "pull_request:44056", + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated implementations." + "reason": "Flaubert/XLM vs LongT5; different models." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different concrete changes." + "reason": "RegNet and GPT-Neo are unrelated model code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44161", - "accept": false, - "reason": "RegNet and LongT5 are unrelated code paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and ImageGPT are separate model refactors." + "reason": "RegNet vs MPT; different models." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated implementations." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44161", - "accept": false, - "reason": "CVT/FNet and LongT5 are different model code paths." + "reason": "TextNet and LongT5 are separate model implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "CVT/FNet vs Segformer; same pattern, different underlying change." + "reason": "RegNet vs TextNet; different concrete changes." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated concrete changes." + "reason": "SqueezeBert vs MPT; only the refactor pattern is shared." }, { "left": "pull_request:44010", @@ -18871,103 +18793,145 @@ "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated implementations." + "reason": "GPT-Neo vs SpeechT5; unrelated changes." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM; not the same underlying issue." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet and LongT5 are unrelated model changes." + "reason": "Segformer vs MPT; different model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different model-specific refactors." + "reason": "SqueezeBert vs GPT-Neo; unrelated code paths." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet vs LongT5; only the output-tracing theme is shared." + "reason": "CVT/FNet vs LongT5; different models." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and Segformer are separate concrete changes." + "reason": "CVT/FNet vs Segformer; not the same change." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are unrelated model implementations." + "reason": "SqueezeBert vs DeBERTa; same pattern, different model code." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are different code paths." + "reason": "DeBERTa vs TextNet; separate model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/codegen output-tracing refactor; 44722 is a superset/cleaner continuation of the same change." + "reason": "Same GPT-J/CodeGen output-tracing refactor in the same files; strong overlap and same concrete change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both affect GPT-J output tracing in the same file and can plausibly be merged into one PR." + "reason": "Both are GPT-J output-tracing refactors on the same code path; 44722 is the broader/consolidated version." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + "reason": "GPT-J vs SpeechT5; unrelated models." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet are different model code paths." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44129", - "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated implementations." + "reason": "CVT/FNet vs ResNet/RegNet/RT-DETR ResNet; different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different concrete changes." + "reason": "DeBERTa and SpeechT5 are unrelated model families." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and VITS are unrelated model code paths." + "reason": "DeBERTa vs VITS; distinct implementations." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are separate model-specific refactors." + "reason": "FocalNet vs ImageGPT; same refactor style, different models." }, { - "left": "pull_request:44066", + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; not the same underlying bug/change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; different model code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert vs Flaubert/XLM; separate model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBert; different concrete implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 vs MGP-STR; unrelated changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44068", + "accept": false, + "reason": "MPNet vs GPT-Neo; different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same initiative but not the same change." + }, + { + "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J/codegen and SpeechT5 are unrelated code paths." + "reason": "DeBERTa vs SpeechT5; different model families." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about cross-model similarities. The accepted soft pairs are limited to the same concrete code paths (GPT-J/codegen and GPT-Neo), and the canonical-pr choice of 44722 is supported by the overlap and later, broader diff. No pair looks incorrectly merged across unrelated bugfixes." + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The accepted PR pairs are supported by shared model/file overlap, and the rejected pairs are mostly cross-model refactors that do not look mergeable into one bugfix PR. I don\u2019t see evidence of overstatement." }, "evaluator_used": true, "retried": false, @@ -19002,7 +18966,7 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "daf16ceea4b4340177889dcd187af7ac7f3740d79db9355667f4f5fad644fb08", + "prepared_review_unit_hash": "1eb03368c265f582cd474094078dc6121751a6147ce71363cd3a0bad5ccb165f", "component_budget": { "node_count": 28, "item_count": 28, @@ -19015,51 +18979,51 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13064, - "estimated_input_tokens": 3266, - "estimated_eval_tokens": 6788 + "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 all model-specific output-tracing refactors in different Transformers architectures; they share a common migration pattern but do not look like duplicates of the same underlying change.", - "confidence": 0.91, + "summary": "All items are separate model-specific PRs for the same broad maintenance theme: migrating to standardized output capture/tracing. They are not duplicates because they touch different model implementations and code paths.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the best representative: it has an explicit issue target, touches one concrete model path, and is a clear instance of the standardized output-capture refactor pattern.", + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor pattern, with explicit _can_record_outputs hooks plus capture_outputs/can_return_tuple plumbing in one model file.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest standalone PR in the set because it is tied to a tracked issue and makes a focused, concrete code-path change rather than a broader template-style migration.", + "best_pr_reason": "PR 44129 is the strongest standalone anchor because it is tied to an explicit issue target and presents a concrete SpeechT5 output-tracing migration rather than just a generic refactor.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but different models and files (VisualBert vs TextNet). They do not fix the same concrete code path and would not plausibly be merged as one PR." + "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different code paths; not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are standardized output-tracing refactors, but for different architectures (MPNet vs VisualBert) with distinct implementations. Similar intent is not enough to treat them as duplicates." + "reason": "Both update output tracing, but they are separate model implementations (MPNet vs VisualBert) with model-specific hooks and edits." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model code paths and different files. This is a shared migration pattern, not the same underlying bug or change." + "reason": "MPNet and TextNet are unrelated model files; similarity is only at the broad migration pattern level." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations. The overlap is only in the output-tracing refactor style, so these are not duplicates." + "reason": "RegNet and SqueezeBert are distinct models; these are parallel refactors, not one shared fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both touch output handling, but SqueezeBert and SpeechT5 are separate model paths and SpeechT5 also includes an explicit issue-linked refactor. Too broad to merge as one PR." + "reason": "SqueezeBert and SpeechT5 changes are model-specific, and 44129 also includes a concrete issue-linked SpeechT5 adjustment, so they are not mergeable as one PR." } ] }, @@ -19145,298 +19109,304 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "dfee81674d6e7d4674dc8ce5c373c61aaa29011681b085726ac31e2c454c9846", + "prepared_review_unit_hash": "ca5aed8b62e524377ccbfaeefb037b9de7bc7a612bbd9d99f240ab42be54ddbf", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43778, - "estimated_input_tokens": 10945, - "estimated_eval_tokens": 22146 + "serialized_chars": 43782, + "estimated_input_tokens": 10946, + "estimated_eval_tokens": 22148 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43778, - "estimated_input_tokens": 10945, - "estimated_eval_tokens": 22146 + "serialized_chars": 43782, + "estimated_input_tokens": 10946, + "estimated_eval_tokens": 22148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all separate, model-specific output-tracing refactors plus one unrelated docs tweak; they share a pattern but not the same underlying bug/change, so none of the soft edges should be merged.", - "confidence": 0.96, + "summary": "These PRs are mostly separate model-specific output-tracing refactors, plus one unrelated docs toctree tweak; they share a theme but not the same concrete code-path bug/change, so I would not merge them as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the strongest representative: it applies the tracing refactor across two closely related model implementations and includes the core output-capturing changes.", + "canonical_pr_reason": "PR 44003 is the best representative of the cluster theme: it is the broadest output-tracing refactor, spans multiple related model files, and introduces the shared capture/output machinery.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best standalone representative of this cluster because it is the most substantial code change and shows the intended tracing pattern clearly.", + "best_pr_reason": "PR 44003 is the strongest overall representative because it makes the most substantial tracing-infrastructure change rather than a narrow one-model adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor theme only." + "reason": "Same output-tracing theme, but different model families and separate forward paths; not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures (`timm_backbone` vs `vision_text_dual_encoder`); not the same code path." + "reason": "Both are tracing refactors, but timm_backbone and vision_text_dual_encoder are unrelated code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations; both are tracing refactors but not one concrete fix." + "reason": "Different model implementations; this is only broad architectural similarity, not a duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Separate model codepaths (`timm_backbone` vs `mamba/falcon_mamba`); not duplicate work." + "reason": "timm_backbone vs mamba/falcon_mamba are distinct subsystems and changes; too broad to be one PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; similarity is only in refactoring style." + "reason": "Different model stacks and output behavior; not the same underlying bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated implementations; no shared bug." + "reason": "MobileNetV1 and UnivNet are unrelated model paths; shared refactor pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model codepaths; same broad tracing cleanup pattern only." + "reason": "These touch different model architectures and different forward signatures, so not duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are separate model-specific refactors." + "reason": "MobileNetV1 vs DepthAnything are separate models; same tracing cleanup theme does not make them the same change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different encoder/decoder families; not the same underlying change." + "reason": "Different model families and code paths; not one mergeable fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` vs `speech_encoder_decoder`; only the refactor motif matches." + "reason": "MobileNetV1 and SpeechEncoderDecoder do not share a concrete bug beyond generic output tracing." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model families; both touch output tracing but not the same fix." + "reason": "Vision-text dual encoder and UnivNet are unrelated implementations; only the refactor style matches." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Separate architectures and code paths; not a mergeable duplicate." + "reason": "Different model code paths and outputs; not the same bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` vs `mamba/falcon_mamba`; unrelated implementations." + "reason": "Vision-text dual encoder and mamba/falcon_mamba are separate subsystems; reject as a duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; same refactor pattern only." + "reason": "These are distinct model refactors in different directories, not one concrete fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated models, so this is not one bug." + "reason": "UnivNet and UperNet are unrelated models; shared tracing cleanup is too broad." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different codepaths and model families; no shared concrete defect." + "reason": "Different model stacks and code paths; not a single underlying issue." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Separate model-specific tracing updates, not the same change." + "reason": "UnivNet vs DepthAnything are separate model changes, not duplicates." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated implementations; only the theme is similar." + "reason": "UperNet and RWKV do not implement the same code path; same theme only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks (`upernet` vs `mamba/falcon_mamba`); not duplicates." + "reason": "Different architectures and output plumbing; not the same concrete bug." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated codepaths; no same bug." + "reason": "mamba/falcon_mamba and SuperPoint are separate model families; no duplicate bug." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba` tracing changes and `codegen` tracing changes are separate fixes in different models." + "reason": "These are different model implementations and forward contracts; too broad to merge as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model families; not the same underlying change." + "reason": "timm_backbone and CodeGen are unrelated model paths; same refactor pattern only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` vs `codegen`; same refactor motif only." + "reason": "UnivNet and CodeGen are different models with different output handling; not duplicates." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures and code paths; not a duplicate fix." + "reason": "UperNet and CodeGen are separate code paths; the similarity is only at the abstraction level." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are unrelated model families; reject." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are unrelated model families." + "reason": "DepthAnything and VisionEncoderDecoder are different models and different forward logic; not one concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model stacks; same tracing refactor pattern only." + "reason": "DepthAnything and SpeechEncoderDecoder are separate code paths; too broad to be duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` vs `superpoint`; not the same bug or change." + "reason": "DepthAnything and SuperPoint are unrelated vision models; same tracing refactor theme only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Separate model codepaths; no evidence of a shared concrete fix." + "reason": "DepthAnything and RWKV are different architectures and output semantics; not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are unrelated implementations." + "reason": "DepthAnything and DPR are separate model code paths, so this is not a duplicate PR." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Different encoder-decoder model families; not mergeable as one fix." + "reason": "VisionEncoderDecoder and RWKV are unrelated model stacks; no shared concrete bug." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` vs `superpoint`; only superficially similar." + "reason": "Different encoder-decoder variants and forward behavior; not one mergeable fix." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Different model codepaths; not the same underlying change." + "reason": "VisionEncoderDecoder and SuperPoint touch different subsystems and output contracts." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Unrelated model families; same tracing-refactor style only." + "reason": "VisionEncoderDecoder and DPR are separate model paths; only the refactor pattern overlaps." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated changes." + "reason": "SpeechEncoderDecoder and SuperPoint are different models with different outputs; not duplicates." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations; no shared concrete bug." + "reason": "Speech encoder-decoder and RWKV do not share the same code-path issue." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` vs `dpr`; not the same code path." + "reason": "Different model families and output plumbing; same theme is not enough." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated model families." + "reason": "SuperPoint and RWKV are unrelated implementations; reject as duplicate." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models and fix scopes; not duplicates." + "reason": "SuperPoint and DPR touch different model code paths and can\u2019t plausibly be one PR." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are separate implementations; not the same underlying issue." + "reason": "RWKV and DPR are unrelated model architectures; not the same underlying bug/change." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "Model refactor vs docs toctree change; completely different artifact types." + "reason": "Model code refactor vs documentation toctree edit; entirely unrelated." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "Documentation-only change is unrelated to the model refactor." + "reason": "Documentation-only toctree change, not a model tracing fix." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "Docs toctree fix is unrelated to `univnet` tracing changes." + "reason": "UnivNet model refactor and docs navigation change are unrelated." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "Documentation navigation change is not the same as the model refactor." + "reason": "UperNet code change vs docs toctree cleanup; not duplicates." }, { "left": "pull_request:43998", "right": "pull_request:46106", "accept": false, - "reason": "`timm_backbone` tracing refactor and docs toctree fix are unrelated." + "reason": "Model refactor and documentation layout change have no shared underlying bug." } ] }, @@ -19469,52 +19439,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "57bef6fbc138897cea445753e6cda5440940dd610da5438d87794d1eb233a484", + "prepared_review_unit_hash": "b997eaf3655335ae70659158855443277a543e52ac4da32354327adb6ccc7eeb", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10910, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10910, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-integration PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share Hugging Face boilerplate files, but they do not appear to fix or add the same underlying model or code-path change.", - "confidence": 0.97, + "summary": "These are three separate model-integration pull requests for different models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share common registry/docs boilerplate, but they do not appear to fix the same code-path problem or be mergeable into one PR.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45075 is the broadest and most mature standalone model-integration PR here, but the set is not a duplicate cluster.", + "canonical_pr_reason": "No canonical PR: each PR adds a different model implementation with distinct files, configs, processors, and tests.", "best_issue_reason": null, - "best_pr_reason": "PR #45075 is the strongest representative by implementation scope and review activity, though it is still unrelated to the other two PRs.", + "best_pr_reason": "No single best PR for deduplication; these are independent model additions rather than duplicates of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions (PenguinVL vs Voxtral TTS); overlapping auto/doc scaffolding is boilerplate, not the same concrete change." + "reason": "Different model additions (PenguinVL vs Voxtral TTS). Shared auto-registry/docs files are boilerplate, not evidence of the same underlying bug or change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different models and different functionality (PenguinVL vs DeepSeek-OCR-2); shared integration files do not indicate a single underlying fix or feature." + "reason": "Different models and different implementation stacks (PenguinVL vs DeepSeek-OCR-2). They overlap only in generic transformer registration/docs." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions (DeepSeek-OCR-2 vs Voxtral TTS) with only generic transformer integration overlap; not mergeable as one PR for the same change." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated integrations; the overlap is limited to shared model-registration scaffolding, so they should not be merged as duplicates." } ] }, @@ -19544,7 +19514,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "729e3dfab90aff0c7e876dc347896dfc8f05bbfe7862f6c7790ecf3a9acfd8a6", + "prepared_review_unit_hash": "1b2184b07eb6cd3f1144dcd5dcf6d770e99c5b235c9727c073289a0898caed47", "component_budget": { "node_count": 2, "item_count": 2, @@ -19566,18 +19536,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Related but distinct fusion efforts: one introduces a generic module-fusion API, while the other implements n-to-1 kernel fusion via KernelConfig and integration hooks.", - "confidence": 0.92, + "summary": "Both PRs concern fusion infrastructure, but they implement different layers: #44979 adds a core Module Fusion API, while #45363 adds KernelConfig-based n-to-1 kernel fusion and related integration/example changes. They are related, but not the same change and should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must be chosen, 45363 is the more complete, end-user-facing implementation of fusion behavior across model loading and integrations.", + "canonical_pr_reason": "#44979 is the cleaner canonical PR for this cluster because it introduces the foundational Module Fusion API; #45363 is a broader follow-on feature built on top of fusion concepts rather than the same concrete change.", "best_issue_reason": null, - "best_pr_reason": "45363 is the stronger representative of the cluster because it contains the broader working feature path, additional integration points, and an example showing actual fused-model usage.", + "best_pr_reason": "#44979 is the best representative PR for the cluster since it is the core, self-contained API addition. #45363 is more specialized and depends on a different integration path (KernelConfig-based fusion).", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They are related in the broad fusion area but implement different layers: 44979 adds a generic Module Fusion API, while 45363 wires kernel-config-based n-to-1 fusion into model loading/integrations. They do not appear to fix the same concrete code-path problem and would not plausibly collapse into one PR." + "reason": "Related fusion work, but not the same underlying bug/change: #44979 defines the module-fusion API, while #45363 implements kernel-config-driven n-to-1 fusion and usage plumbing. They would not plausibly be merged into one PR as duplicates." } ] }, @@ -19607,7 +19577,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "3dbd1467192b96e64383dcc913fc5e0f9b55cd5b390ffdf5d7fddf4a2ec3d446", + "prepared_review_unit_hash": "dd92f295ec2b7bf6c4d2a91832db4731fe53fd36fa93e8ec5135379025fc0c93", "component_budget": { "node_count": 2, "item_count": 2, @@ -19629,18 +19599,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR adds tests but fixes the same concrete code path.", - "confidence": 0.98, + "summary": "Both pull requests address the same Mistral regex patch AttributeError in `tokenization_utils_tokenizers.py`; PR 45317 is the more complete fix because it includes the same code change plus test coverage.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete representative of the duplicate pair.", + "canonical_pr_reason": "PR 45317 is the best canonical PR because it fixes the same AttributeError as 45086 and adds accompanying tests, making it the more complete implementation of the shared bug fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best PR overall because it fully addresses the bug and includes regression tests, while remaining the same underlying change as 45086.", + "best_pr_reason": "PR 45317 is the best overall PR for this cluster: same concrete code-path fix, more complete than 45086, and includes tests in addition to the code change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same bug, same file, same code-path fix for `_patch_mistral_regex`; 45317 is just the more complete tested version." + "reason": "Accept: both PRs fix the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access path in the same file; PR 45317 is effectively the fuller version with tests." } ] }, @@ -19670,7 +19640,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "2b30c3b2179c60fa6702a427f2a9fd586ffb50b4d566602d6d0dfefd286decc6", + "prepared_review_unit_hash": "9ec6720b783baf4c54243a81aa7ed8b5c541448201d3228047e89b82bb51f521", "component_budget": { "node_count": 2, "item_count": 2, @@ -19692,18 +19662,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are about Nemotron-H, but they target different changes: one is a narrower conversion/refactor to align Nemotron-H with GraniteMoeHybrid naming, while the other introduces the separate NemotronH Dense/Sparse model split plus docs/tests. They overlap on shared base files, but not the same concrete fix.", - "confidence": 0.89, + "summary": "Both PRs are about NemotronH, but they address different changes: #45115 is a focused inheritance/refactor and conversion-mapping update, while #45569 is a broader model split introducing NemotronHDense/NemotronHSparse, docs, auto-mappings, and tests. They are related, but not the same underlying change set.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the more complete and user-facing change: it adds the NemotronH dense/sparse model split, updates auto-mapping/docs, and includes tests, so it better represents the main line of development in this cluster.", + "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete NemotronH architecture change and includes the user-facing model split plus docs/tests, whereas #45115 is a narrower refactor/conversion-mapping step.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the strongest representative because it delivers the larger functional refactor and model surface expansion, whereas PR 45115 looks like a narrower preparatory conversion-mapping/inheritance adjustment.", + "best_pr_reason": "PR #45569 is the most complete and current implementation of the NemotronH work. It spans the concrete model/API restructuring and supporting docs/tests, making it the strongest single representative for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share Nemotron-H implementation files, but the goals differ: 45115 focuses on weight/key conversion and GraniteMoeHybrid-compatible inheritance, while 45569 adds the Dense/Sparse model split, docs, and tests. Not the same concrete code-path fix." + "reason": "Do not merge: #45115 refactors NemotronH to inherit GraniteMoeHybrid and adjusts conversion mapping, but #45569 introduces separate NemotronHDense/NemotronHSparse models and broader API/docs/test changes. They touch overlapping files, but the concrete code-path changes are different and not safely one PR." } ] }, @@ -19733,7 +19703,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "a65c21f3d4b28f17c7869b9ed050b624a0f32ca8fb011cb96d16d91f28519061", + "prepared_review_unit_hash": "daf34689c5ad842a8c09de16af5a2635ff6414fdced8c64e4ccefc6395da3a12", "component_budget": { "node_count": 2, "item_count": 2, @@ -19755,18 +19725,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct pull requests: one introduces heterogeneous per-layer config support, the other adds broader heterogeneous model/caching/masking support. They share infrastructure files, but they are not the same concrete fix/change and should not be merged as duplicates.", + "summary": "Two related but distinct PRs: one introduces heterogeneous per-layer config support, the other adds heterogeneous modeling/runtime support. They overlap heavily in plumbing files, but they are not the same concrete change.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader umbrella change: it covers heterogeneous model behavior beyond config plumbing, including cache/model/masking updates and tests, so it is the better representative of this cluster.", + "canonical_pr_reason": "PR 45332 is the broader, later-stage integration piece: it adds heterogeneous model/runtime handling in addition to using the new per-layer config plumbing, so it is the better representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the strongest standalone candidate because it addresses the larger end-to-end heterogeneous model support area rather than only the config layer.", + "best_pr_reason": "PR 45332 is the best single representative because it covers the larger end-to-end feature set and depends on the config machinery introduced in the other PR.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related infrastructure, but different scopes: 45333 adds per-layer config support, while 45332 adds heterogeneous model/runtime support. They do not appear to fix the same concrete code-path problem and would not be merged as one PR." + "reason": "Related but not duplicate: 45333 focuses on per-layer configuration support, while 45332 focuses on modeling/runtime support for heterogeneous layers. They share infrastructure files, but they solve different layers of the feature and would not plausibly be merged as one PR." } ] }, @@ -19796,7 +19766,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "cdf6b33c8da6ccf70dbc73ec5cf52542510361bf4b8bc77e3c222ce1383e3546", + "prepared_review_unit_hash": "3abad42149ea336f5b5a84a7f563befda12e123146d4136aee08c94c8fbae083", "component_budget": { "node_count": 2, "item_count": 2, @@ -19818,18 +19788,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two open typing-related PRs, but they address different changes: one is a broad type-checking sweep across many transformers files, and the other adds internal typing protocols/helpers for specific modeling and PEFT-related code paths. They are not duplicates.", - "confidence": 0.91, + "summary": "Both PRs are type-checking related, but they are not the same change: one is a broad repo-wide typing rollout, the other adds/adjusts shared typing protocols and targeted typing fixes. I would not treat them as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader, more central typing sweep: it adjusts pyproject type-ignore settings and applies type-checking changes across many core transformers modules, making it the clearest representative of the cluster's main theme.", + "canonical_pr_reason": "PR 45425 is the more focused, self-contained typing-infrastructure change; PR 45415 is a broad type-checking sweep across many files and pyproject settings.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the best single representative of the cluster because it is the most comprehensive and umbrella-like typing change, whereas 45425 is a narrower helper/protocol refactor.", + "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a narrower, coherent goal and a clearer code-path impact than the large typing sweep in 45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but they fix different things: 45415 is a broad repo-wide typing enablement pass, while 45425 adds specific protocols and typing helpers for modeling/PEFT integration. Shared files alone do not make them the same underlying change." + "reason": "Both are typing-related, but 45415 is a broad type-checking rollout while 45425 adds typing protocols and targeted fixes; they do not appear to solve the same concrete problem and would not naturally merge into one PR." } ] }, @@ -19866,12 +19836,12 @@ "pull_request:46109|pull_request:46151", "pull_request:46135|pull_request:46151" ], - "prepared_review_unit_hash": "8cc3aeff35a14df23118ecf50c49f761518e9859ef4b36deef4d8fc16c8dc490", + "prepared_review_unit_hash": "70c734d0f2b6dec86990754f582a7e950aa5277607f47bb96012c09e93bd3b09", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12529, + "serialized_chars": 12531, "estimated_input_tokens": 3133, "estimated_eval_tokens": 6522 }, @@ -19879,7 +19849,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12529, + "serialized_chars": 12531, "estimated_input_tokens": 3133, "estimated_eval_tokens": 6522 }, @@ -19888,42 +19858,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only loosely related by device/parallel/test-environment themes; they target different models, subsystems, and change types, so none are true duplicates.", - "confidence": 0.93, + "summary": "This cluster is only loosely related by accelerator/device compatibility. Two PRs fix real model-parallel device placement bugs, while the others are mostly test expectation updates for different subsystems. They are not the same underlying change set.", + "confidence": 0.34, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the strongest representative: it makes a concrete model-parallel device fix across multiple model implementations and includes targeted tests, unlike the others which are mostly narrower test or expectation tweaks.", + "canonical_pr_reason": "PR 45487 is the strongest representative because it is a concrete functional fix for device placement in model-parallel inference across model implementations; the other PRs are narrower or test-only and do not appear to be duplicates of it.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best overall representative because it addresses an actual runtime bug in the model code path, with broader impact and clearer fix intent than the test-only or expectation-only PRs.", + "best_pr_reason": "PR 45487 is the best standalone PR here because it addresses an actual code-path bug rather than only updating tests or expectations. The rest are unrelated enough that they should not be merged into a single duplicate cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:46101", "accept": false, - "reason": "Both concern device placement in parallel/model code, but they fix different models and different code paths (AltCLIP/ChineseCLIP token-type device handling vs Qwen2-Audio audio mask device handling)." + "reason": "Both are device-placement fixes, but they target different model code paths (AltCLIP/ChineseCLIP vs Qwen2 audio) and different masking logic. They are related in theme, not the same change." }, { "left": "pull_request:45487", "right": "pull_request:46151", "accept": false, - "reason": "45487 is a model-parallel runtime fix; 46151 only adds XPU expectations to a pipeline test. Shared device-context wording is too broad to be a duplicate." + "reason": "45487 is a model-parallel bug fix; 46151 only adds test expectations for pipeline outputs on XPU/other backends. Different scope and underlying problem." }, { "left": "pull_request:46101", "right": "pull_request:46151", "accept": false, - "reason": "These touch unrelated areas: Qwen2-Audio model code vs token-classification pipeline test expectations. Same general device theme, but not the same bug or change." + "reason": "Qwen2 audio mask device placement and token-classification pipeline expectations are unrelated concrete changes, even though both mention accelerator support." }, { "left": "pull_request:46109", "right": "pull_request:46151", "accept": false, - "reason": "Although both update distributed/test expectations, 46109 changes trainer distributed parity checks while 46151 changes pipeline token-classification expectations; they are different test suites and different behaviors." + "reason": "These are both test-oriented, but they cover different test suites and different parity behaviors. They do not look like the same underlying bug or change." }, { "left": "pull_request:46135", "right": "pull_request:46151", "accept": false, - "reason": "Both are test-related and mention accelerator expectations, but 46135 is about Kosmos2.5 integration behavior while 46151 is about pipeline token classification outputs; not the same underlying issue." + "reason": "Kosmos2.5 integration-test expectations for XPU are not the same as token-classification pipeline expectations. Same broad accelerator theme, different artifacts and behavior." } ] }, @@ -19955,7 +19925,7 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "dfd50dde71fc6b4e8e2e0690ee448000d649ac989842c398b6d3fd102456f7c3", + "prepared_review_unit_hash": "7be3e71ff394717888aaf225aafdbb0c728f689a27ae81bc7cd201e8b06f12ca", "component_budget": { "node_count": 3, "item_count": 3, @@ -19977,34 +19947,31 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "One PR is unrelated to the other two: the Qwen3.5/OLMo/Qwen3-next cached linear-attention fix is a different model family from the Mamba2 cached-forward bug. The two Mamba2 PRs look like the same underlying seq_len>1 use_cache fix, with 46098 being the fuller version.", + "summary": "Two Mamba2 PRs are closely related on the same seq_len>1 cache bug; the Qwen3.5 PR is a different model-specific cache fix and is not a duplicate. The broader Mamba2 PR is the best representative of the underlying issue cluster.", "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "46098 is the clearest representative of the Mamba2 bug fix: it targets the same issue, touches the same core model/test files as 46084, and appears to be the more complete CPU/GPU correction with added docs.", + "canonical_pr_reason": "PR #46098 is the most complete Mamba2 fix: it targets the shared issue (#46032), covers the seq_len>1 cache failure across CPU/GPU paths, and includes tests/docs, so it best represents the underlying change.", "best_issue_reason": null, - "best_pr_reason": "46098 is the strongest PR to keep: it is the most explicit and complete description of the Mamba2 use_cache seq_len>1 bug, while 46084 is a narrower earlier variant of the same fix.", + "best_pr_reason": "PR #46098 is the strongest canonical PR because it is the broadest, most explicit fix for the shared Mamba2 cache bug and likely subsumes the narrower code-only change in #46084.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different concrete problems in different model families. 45513 is about GDN linear attention cached forward in Qwen/OLMo/Qwen-next, while 46084 is Mamba2 mixer cache handling." + "reason": "Both are cache/seq_len-related, but they fix different model families and different code paths; this is similar theme, not the same underlying bug or mergeable PR." }, { "left": "pull_request:46084", "right": "pull_request:46098", - "accept": true, - "reason": "Same underlying Mamba2 use_cache seq_len>1 cached-forward bug, same issue target, and overlapping source/test files; 46098 looks like a broader version of the same code-path fix." + "accept": false, + "reason": "They share issue #46032 and the Mamba2 model, but #46098 is broader and includes additional CPU-path/docs changes; too scope-different to treat as the same PR duplicate with confidence." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: PR 45513 is clearly a different model family and problem area than the Mamba2 fixes, while 46084 and 46098 both target issue 46032, touch the same Mamba2 model/test files, and appear to be mergeable variants of the same seq_len>1 use_cache bugfix. The soft-edge verdicts are conservative enough here." - }, - "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 }, @@ -20027,12 +19994,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "7d11cac5f4cc89c10cd9cf8f5699d2f167c862eae126a402c819a425b7639f7d", + "prepared_review_unit_hash": "d2d174bdc38a919975c45d09d4aec4f2c6fb1d79293af4e438c2eb7d799bcb85", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20040,7 +20007,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20049,18 +20016,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same expert-parallel loading area, but they fix different failure modes: one preserves distributed config for EP/ZeRO-3 loading via accelerate launch, the other fixes expert parameters being overwritten under FSDP2/rank-0 broadcast.", - "confidence": 0.95, + "summary": "These are related to EP, but they address different concrete failure modes and code paths: one is about loading via accelerate/ZeRO-3 and config serialization, the other is about FSDP2 expert parameters being overwritten during rank-0 broadcast. Not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue links are provided. PR #45662 is the better canonical representative because it addresses a concrete, severe EP correctness bug in the loading path and has the broader codepath impact.", + "canonical_pr_reason": "PR 45662 is the stronger canonical choice because it targets a specific, concrete corruption bug in expert parameter loading/broadcasting and includes the relevant loading-path fixes.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest single representative: it fixes expert weights being silently clobbered after sharding, which is a clear correctness issue with a specific loading path and broader impact than the config-serialization tweak in #45548.", + "best_pr_reason": "PR 45662 is the best representative of the cluster because it addresses the most explicit and severe runtime bug with a clear, narrowly-defined code path.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related only at a broad EP/loading level. #45548 preserves distributed_config and adds has_ep for accelerate/ZeRO-3 loading; #45662 fixes expert params being overwritten after post-shard wrap under FSDP2/rank-0 broadcast. Different bugs and not mergeable as one PR." + "reason": "Both concern expert parallelism, but 45548 is about serialize/load behavior with accelerate/ZeRO-3 while 45662 fixes expert parameters being overwritten by rank-0 broadcast under FSDP2; different underlying bugs and not mergeable as one PR." } ] }, @@ -20090,12 +20057,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "71d52cbe4e62fa3a2af82b7b7e4ed8b57a425ddf61e38b26936d3a0a09349e77", + "prepared_review_unit_hash": "00bbb1687349f281fda25e889cc241f6303ce26bb44eec24ae4d8038a3d3eef9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20103,7 +20070,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20112,18 +20079,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist/captured_info collision problem tracked by issue 45561; PR 45645 is the broader, more complete version of the same fix, while 45639 is a narrower subset focused on the testing_utils write path.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 45561 is the shared explicit tracker for the xdist-safe captured_info bug, which both PRs directly target.", - "canonical_pr_reason": "PR 45645 is the best canonical PR because it contains the core xdist-safe file handling plus the CI workflow changes needed to consume multiple captured_info files, making it the more complete representative fix.", - "best_issue_reason": "Issue 45561 is the best issue anchor because both PRs explicitly reference it and solve the same underlying captured_info/xdist collision problem.", - "best_pr_reason": "PR 45645 is the best PR candidate since it covers the full end-to-end behavior change, not just the underlying write-path fix.", + "summary": "Both PRs target the same xdist/captured_info logging problem, with PR 45645 extending the narrower code fix in 45639 to also preserve CI log collection. They are close enough to be treated as the same change cluster, with 45645 as the broader superset implementation.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe captured_info fix plus the CI workflow update needed to consume multiple per-worker log files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it covers the shared bug fix in testing_utils and the accompanying workflow handling, making it more complete than 45639.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs fix the same concrete captured_info xdist collision bug in transformers testing utilities; 45645 extends 45639 with workflow/log-consumption updates, so they are plausibly mergeable into one PR." + "reason": "Same underlying captured_info xdist collision fix; 45645 incorporates the same testing_utils change and adds the workflow adaptation, so they could plausibly be merged into one PR." } ] }, @@ -20222,12 +20189,12 @@ "pull_request:46069|pull_request:46154", "pull_request:46073|pull_request:46154" ], - "prepared_review_unit_hash": "089e7262adbe531f1391b83b08c1d805157b67284d2a64bc382dcc1858a315a4", + "prepared_review_unit_hash": "170058bec4011e36299fc9fb07d1780fdab2080da90a1f7b65a18c3eba0703c2", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7263, + "serialized_chars": 7264, "estimated_input_tokens": 1816, "estimated_eval_tokens": 3888 }, @@ -20235,7 +20202,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7263, + "serialized_chars": 7264, "estimated_input_tokens": 1816, "estimated_eval_tokens": 3888 }, @@ -20244,30 +20211,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three model-specific PRs adding SDPA/attention-dispatch support for different architectures (ShieldGemma2, CTRL, T5). They share a feature theme, but not the same code path or same underlying fix, so they are not duplicates.", + "summary": "All three PRs are thematically similar (adding SDPA / attn_implementation dispatch), but they target different model implementations and code paths, so they are not duplicates.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46154 is the most representative PR in the cluster because it shows the clearest SDPA-dispatch implementation with accompanying model and test updates, but it is not a duplicate of the others since it targets T5 specifically.", + "canonical_pr_reason": "PR #46154 is the most representative of the cluster topic: it makes the same attn_implementation dispatch change for T5, with accompanying tests and docs, and is the clearest exemplar of this feature work.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46154 is the strongest standalone PR to keep as a reference for this feature theme; however, the cluster should not be merged as duplicates because the changes are model-specific rather than one shared bug fix.", + "best_pr_reason": "PR #46154 is the best single representative because it is a concrete, model-specific implementation of SDPA dispatch and appears more comprehensive than the smaller model-specific patches.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Both add attention-dispatch support, but they affect different model implementations (ShieldGemma2 vs CTRL) and would not be merged into one concrete code-path fix." + "reason": "Both are about attention-dispatch support, but one is for ShieldGemma2 image classification and the other is for CTRL text modeling; they touch different model code paths and would not plausibly be merged as one PR." }, { "left": "pull_request:46069", "right": "pull_request:46154", "accept": false, - "reason": "Same broad SDPA feature, but different architectures and files; these are separate model-specific changes, not the same underlying bug or change." + "reason": "These are separate model-specific additions (ShieldGemma2 vs T5) with different implementations and tests; they share a feature theme, not the same underlying change." }, { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "They both add sdpa dispatch, but for different models (CTRL vs T5) with distinct code paths and tests, so they are not true duplicates." + "reason": "Although both add SDPA dispatch, they apply to different architectures (CTRL vs T5) and different modeling logic, so they are not the same concrete bug or change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index a0843db5dc9982011b897bf99981fb2b350b6015..7236c20b676e2a2c25822162b582588847cdcfc9 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260522t180017z", + "analysis_id": "hybrid-model-20260523t000023z", "archived_artifacts": { - "hybrid": "snapshots/20260522T180017Z/analysis-runs/hybrid-model-20260522t180017z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260522T180017Z/analysis-runs/hybrid-model-20260522t180017z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260523T000023Z/analysis-runs/hybrid-model-20260523t000023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260523T000023Z/analysis-runs/hybrid-model-20260523t000023z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-22T18:04:19Z", + "published_at": "2026-05-23T00:08:51Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260522T180017Z", + "snapshot_id": "20260523T000023Z", "variant": "hybrid" } diff --git a/snapshots/20260523T000023Z/analysis-runs/hybrid-model-20260523t000023z/analysis-report-hybrid.json b/snapshots/20260523T000023Z/analysis-runs/hybrid-model-20260523t000023z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..a71e41bceb9766d26abfaa15d97f60f4329642b3 --- /dev/null +++ b/snapshots/20260523T000023Z/analysis-runs/hybrid-model-20260523t000023z/analysis-report-hybrid.json @@ -0,0 +1,2155 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260523T000023Z", + "generated_at": "2026-05-23T00:08:49Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46032-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46032.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46032, + "canonical_pr_number": 46084, + "issue_numbers": [ + 46032 + ], + "pr_numbers": [ + 46084, + 46098 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46084, + "right_pr_number": 46098, + "code_similarity": 0.43, + "size_similarity": 0.5, + "file_overlap": 0.667, + "area_overlap": 0.226, + "patch_similarity": 0.339, + "shared_filenames": [ + "src/transformers/models/mamba2/modeling_mamba2.py", + "tests/models/mamba2/test_modeling_mamba2.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/mamba2/modeling_mamba2.py", + "left_ranges": [ + [ + 256, + 262 + ], + [ + 303, + 353 + ], + [ + 461, + 467 + ], + [ + 471, + 491 + ], + [ + 496, + 502 + ], + [ + 599, + 609 + ] + ], + "right_ranges": [ + [ + 255, + 373 + ], + [ + 481, + 495 + ] + ] + }, + { + "filename": "tests/models/mamba2/test_modeling_mamba2.py", + "left_ranges": [ + [ + 206, + 236 + ], + [ + 285, + 322 + ] + ], + "right_ranges": [ + [ + 476, + 542 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41115-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41115, + "canonical_pr_number": 45613, + "issue_numbers": [ + 41115 + ], + "pr_numbers": [ + 41116, + 45613 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41116, + "right_pr_number": 45613, + "code_similarity": 0.805, + "size_similarity": 0.885, + "file_overlap": 0.75, + "area_overlap": 0.854, + "patch_similarity": 0.693, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "docs/source/en/model_doc/minicpm3.md", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/minicpm3/__init__.py", + "src/transformers/models/minicpm3/configuration_minicpm3.py", + "src/transformers/models/minicpm3/modeling_minicpm3.py", + "src/transformers/models/minicpm3/modular_minicpm3.py", + "tests/models/minicpm3/__init__.py", + "tests/models/minicpm3/test_modeling_minicpm3.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 713, + 720 + ] + ], + "right_ranges": [ + [ + 713, + 720 + ] + ] + }, + { + "filename": "docs/source/en/model_doc/minicpm3.md", + "left_ranges": [ + [ + 1, + 67 + ] + ], + "right_ranges": [ + [ + 1, + 45 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 285, + 291 + ], + [ + 700, + 706 + ], + [ + 1298, + 1304 + ] + ], + "right_ranges": [ + [ + 699, + 705 + ], + [ + 1301, + 1307 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/__init__.py", + "left_ranges": [ + [ + 1, + 29 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", + "left_ranges": [ + [ + 1, + 141 + ] + ], + "right_ranges": [ + [ + 1, + 126 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 544 + ] + ], + "right_ranges": [ + [ + 1, + 522 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", + "left_ranges": [ + [ + 1, + 444 + ] + ], + "right_ranges": [ + [ + 1, + 342 + ] + ] + }, + { + "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 109 + ] + ], + "right_ranges": [ + [ + 1, + 136 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.532, + "size_similarity": 0.619, + "file_overlap": 0.5, + "area_overlap": 0.543, + "patch_similarity": 0.451, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3529, + 3536 + ], + [ + 3753, + 3787 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46100-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46100, + "issue_numbers": [], + "pr_numbers": [ + 46100, + 46114 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46100, + "right_pr_number": 46114, + "code_similarity": 1.0, + "size_similarity": 1.0, + "file_overlap": 1.0, + "area_overlap": 1.0, + "patch_similarity": 1.0, + "shared_filenames": [ + "tests/models/vit/test_modeling_vit.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/vit/test_modeling_vit.py", + "left_ranges": [ + [ + 216, + 226 + ] + ], + "right_ranges": [ + [ + 216, + 226 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [], + "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 45613, + "duplicate_pr_numbers": [ + 41116 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46032-3", + "canonical_pr_number": 46084, + "duplicate_pr_numbers": [ + 46098 + ], + "target_issue_number": 46032, + "reason": "PRs in cluster-46032-3 are treated as duplicates because they converge on issue #46032 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46100-2", + "canonical_pr_number": 46100, + "duplicate_pr_numbers": [ + 46114 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46100-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260523T000023Z/analysis-runs/hybrid-model-20260523t000023z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260523T000023Z/analysis-runs/hybrid-model-20260523t000023z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..caed6c59430883cc642458d11dc4e3b52b6ccd74 --- /dev/null +++ b/snapshots/20260523T000023Z/analysis-runs/hybrid-model-20260523t000023z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,20249 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260523T000023Z", + "generated_at": "2026-05-23T00:08:49Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:45920", + "issue:46015", + "issue:46165" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:44918|issue:46165", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:44805|issue:44918", + "issue:43572|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:43828|issue:44292", + "issue:43541|issue:43716", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:43866|issue:44863", + "issue:44292|issue:46015" + ], + "prepared_review_unit_hash": "1f14cd5a67f9ddba1457c983382516bacae8e407936c9bdfc71db9cf260f8495", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 69, + "serialized_chars": 48404, + "estimated_input_tokens": 12101, + "estimated_eval_tokens": 24458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated; only two soft edges look like true duplicates: the two AutoTokenizer v5 token-id regression reports, and the two DeepSpeed ZeRO-3/BERT index-out-of-bounds reports.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45920 is the best canonical issue: it describes the broader AutoTokenizer v5 regression across multiple model families, which subsumes the narrower Granite-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest overall issue because it is broader, more recent, and still open, making it the best representative of the tokenizer regression cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: missing `num_attention_heads` in Qwen3.5 config vs streaming chat/completions error; no shared code path." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated platforms and errors: AMD GPU support for GPT-OSS vs an MPS histogram op failure in MoE." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model/system mismatch: Mistral-3 image dtype issue vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different model and symptom: autocast dtype mismatch in Phi-tiny-MoE vs AMD GPU failure in GPT-OSS." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different issue class: AMD GPU runtime failure vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/hardware combination: Qwen-3-8B-NVFP4 error vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different underlying problems: DeepSpeed collective mismatch during loading vs ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and causes: ModernBERT ONNX export vs Qwen3Moe FP8 config failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different code paths: ONNX export issue vs auto device mapping cuda assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "One is a task runtime crash, the other is outdated RAG documentation; not the same bug." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions after v5 removals, but they concern different removed content and are not the same underlying change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: export-to-ONNX vs import path breakage for GenerationMixin." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different symptoms and subsystems: mask-shape indexing error vs Gemma4 device mismatch with auto device mapping." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training flow failures: Qwen3.5 embedding unpacking in TRL SFT vs resuming from a local model with trust_remote_code." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are index errors, but the reported failures come from different paths and shapes; not enough to treat as the same bug." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different scenarios: ZeRO-3/BERT init index error vs training-resume with trust_remote_code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Superficially similar index errors, but one is ZeRO-3 BERT loading and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model and failure mode: mask-shape index error vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Different areas entirely: Qwen3-VL video StopIteration vs model-resume/trust_remote_code training failure." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different code paths and symptoms; no evidence they share the same root cause." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different model/training stack problems: tensor mask shape mismatch vs Qwen3.5 embedding unpacking in TRL." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Different failure modes: missing StableLmConfig field vs resume-training issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Unrelated: BarkProcessor voice_preset vs ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete failures are different models and different errors." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Both report the same ZeRO-3 loading bug: `index 0 is out of bounds for dimension 0 with size 0` while initializing/loading BertModel variants." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different problems: incorrect detokenization vs LoRA merge/save/reload output mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime issue vs LoRA merge consistency bug." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different distributed-training bugs: activation-checkpoint/FSDP recomputation mismatch vs tensor mask shape mismatch." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed failures with different error signatures and code paths." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen3_5MoeTextRotaryEmbedding, but one is CPU-offload incompatibility and the other is uninitialized-memory after `to_empty(cuda)`; not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated: detokenization bug vs docs mentioning removed run command." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying regression: AutoTokenizer returns wrong token IDs in v5; 45920 is just the broader multi-model report." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to outdated RAG examples." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-specific load complaints, but for different models and likely different root causes." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Different areas entirely: quantized model runtime error vs documentation issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45920 is indeed the broader AutoTokenizer v5 regression and a reasonable canonical issue over the narrower Granite-specific report. The two accepted soft edges are also conservative and well supported by the titles/body clues: 45812\u219445920 looks like the same tokenizer regression family, and 43596\u219443638 are very closely matched ZeRO-3/BertModel index-out-of-bounds reports. I don\u2019t see an 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": 18, + "review_unit_index": 2, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:43792|issue:45901", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43404|issue:43866", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43572|issue:45070", + "issue:43296|issue:43366", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005" + ], + "prepared_review_unit_hash": "14695ae8e0d6423d97858cb564c0f40b06c94d6bc758e7c78b93f588aefb1ea5", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39126, + "estimated_input_tokens": 9782, + "estimated_eval_tokens": 19820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated Transformers issues rather than one coherent duplicate cluster. Only two soft pairs look like true duplicates: SigLIP2 output/embedding regressions and custom remote-code module loading/path collisions. The rest differ by model, API surface, or failure mode and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45698 is the broadest and most active open bug here, centered on custom-module loading after save/load, which also best captures the only plausible duplicate-adjacent path in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 has the strongest triage value overall: open, discussed, and framed as a general correctness bug in from_pretrained/save_pretrained custom module resolution rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they are different model families and different concrete failures (Gemma3 config attribute vs Qwen3-MoE behavior)." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unrelated models and failure modes: GLM-4.7-Flash loading in tests vs an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/runtime failure and a table-question-answering crash are different code paths and different tasks." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both involve index/shape errors, but one is a mask-length mismatch and the other is a zero-size tensor indexing error during different Bert/DeepSpeed flows." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a PretrainedConfig/pydantic regression are distinct bugs with different root causes." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error on BertModel is not the same as a torch/transformers version compatibility problem." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization for DeepSeek Coder is unrelated to table QA crashes." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic field breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat-related, but one is a generic chat crash and the other is a streaming-inference API failure on a different model size/code path." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized is a model-loading bug, not the same as the table QA crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Both mention model/config oddities, but Gemma3 sliding-window parsing and Gemma4 device-mapping mismatch are different bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat failure on Qwen3.5 and an MPS histogram/int issue in MoE are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weight bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different failure modes and code paths: torch dynamo grouped_mm tracing vs MPS int histogram support." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype/mixed-precision flavored, but one is dynamo tracing on Mixtral and the other is an autocast mismatch on Phi-tiny-MoE; not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a TypeError about template compilation are different subsystems." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3 sliding_window_pattern are completely unrelated issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility is not the same as a Gemma4 device-map forward mismatch." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are zero-size/index errors, but one is a mask shape mismatch during training and the other is a Gemma3 ZeRO-3 load-time failure." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "A missing StableLmConfig field and a pydantic PretrainedConfig regression are separate config issues." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and GGUF gpt-oss support are different model-support problems." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral torch-dynamo tracing and GPT-OSS tensor-parallel support are different problems, even though both touch MoE models." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory/OOM regression and tied-weights translation issues are unrelated v5 regressions." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 streaming chat failure are not the same code path." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to the PretrainedConfig pydantic field break." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GPT-OSS GGUF support and Qwen3.5 streaming chat failures are different features and failure modes." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code compatibility breakage and torch version incompatibility are different classes of problem." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and pydantic config-field breakage do not share a concrete root cause." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing on Mixtral and missing Float8 storage support are distinct low-level failures." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both mention indexing errors, but the tensor shapes and affected flows differ; not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 producing incorrect embeddings/results from the same base model; one is the embedding-quality symptom and the other is the broader nonsensical-output symptom." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-only-without-TF backend error and a torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3.5 internals, but one is config unwrapping in from_config and the other is uninitialized memory after materialization; different fixes." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight runtime error and a TRL SFT embedding-unpacking failure are unrelated training bugs." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch in Mistral-3 and Qwen3.5 embedding unpacking in TRL are different problems." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a GLM5 issue are not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to custom remote-code module resolution/loading problems; the cache path collision and wrong-module-after-save/load symptoms are plausibly the same underlying path-handling bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and translation-model tied-weights regressions are both weight-related but not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The two accepted soft pairs are plausibly duplicate-adjacent from the titles alone, and the broader triage choice of issue:45698 is supported by it being open, discussed, and the most general correctness report in the set. 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": 18, + "review_unit_index": 3, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45663", + "issue:45701", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:43782|issue:44960", + "issue:43881|issue:43883" + ], + "prepared_review_unit_hash": "c0d55d43006a7a8f4a0e0e1a0cdaa0ed21c7426748ef135d57d1a2d5c5e7a22d", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37512, + "estimated_input_tokens": 9378, + "estimated_eval_tokens": 19012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers issues; the only clear duplicate group is the v5 non-persistent-buffer regression, with a second likely duplicate in SigLIP2 HF-vs-reference discrepancy reports.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the clearest root-cause report for the non-persistent-buffer regression and is directly echoed by the duplicate-style title in issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the most concrete and actionable issue in the cluster, with a precise regression description and strong duplicate signals.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: Qwen3.5 cache/packing crash vs tied-weights regression on translation models." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated failures: FineGrainedFP8Config on Qwen3Moe vs flash-attn fallback gating." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same issue as tied-weights handling." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading failure for NemotronH is unrelated to translation-model tied weights." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer algorithm complaint is unrelated to a docs/run-command removal issue." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different code paths: Qwen3.5 SFT embedding unpacking vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is not the same as outdated CLI documentation." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime failures with no shared concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "NVFP4 runtime error and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: non-persistent buffers get junk/corrupted values in v5." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is a different bug from buffer corruption." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 doc-example errors are not the same as model-quality/embedding regression." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch is distinct from the 3D position_ids / SDPA fallback issue." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer signature mismatch and ZeRO-3 loading IndexError are different failures." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import error for AutoImageProcessor is not the same as torch/Transformers compatibility issues." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer bug family: 45902 is a model-specific manifestation after meta->to_empty materialization." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes constructor kwarg mismatch differs from missing Float8 storage type." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint and loading noise are not the same underlying problem." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message and missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is embedding quality; too broad to merge." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash Attention illegal-memory-access crash is different from CPU-offload incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 shared_kv_state/FSDP2 failure is unrelated to Qwen rotary-buffer initialization." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Tokenizer error-message issue and glm-4v loading failure are separate bugs." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient checkpointing ineffectiveness is not the same as int4 reserved-memory/OOM regression." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both describe SigLIP2 HF-vs-reference discrepancies that degrade outputs; 43493 is the clearer root-cause report." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and inability to load a specific model are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization regression and AMD GPU support/loading failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing config fields under trust_remote_code is too specific to merge with a broad remote_code breakage report." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Two model-loading reports without evidence of the same root cause." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v loading failure and Molmo tied-weights attribute error are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The canonical issue choice is well supported by the titles, and the accepted soft edges are plausibly same-bug families rather than overclaims. The summary stays within the evidence available in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 4, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45685", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45823", + "issue:42491|issue:44368", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43638|issue:45823", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43257|issue:45305", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45325|issue:45902" + ], + "prepared_review_unit_hash": "9e80fac1cc6813814dd4b141ecaa1da345819fb06b6320ac97ada02c57fb4b5c", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38073, + "estimated_input_tokens": 9519, + "estimated_eval_tokens": 19294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct bugs spanning different models and subsystems. I found only a few likely duplicate pairs: the docs cleanup for removed pipeline tasks, the repeated `_is_hf_initialized` loading regression, and the repeated mask/tensor shape-mismatch IndexError. No PRs were present.", + "confidence": 0.73, + "canonical_issue_reason": "issue:44291 is the strongest canonical anchor among the true duplicates because it states the regression, version boundary, and underlying `_is_hf_initialized` cause more clearly than the narrower bitsandbytes symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the clearest overall issue to keep: it is specific, reproducible, and broad enough to subsume the related `_is_hf_initialized` failure report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: MPS Int histogram support vs a Gemma4 device placement mismatch." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "An import error for Qwen2.5-VL is not the same bug as the bitsandbytes `_is_hf_initialized` incompatibility." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated code paths." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code regressions do not match a specific Gemma4 forward device mismatch." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen LoRA, but one is an hf4.x/hf5.x compatibility issue and the other is a config warning; not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case and remote_code regression are different problems." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch is distinct from device_map=\"auto\" device placement failure." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback checks are separate failures." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code compatibility regressions are not the same as the Kimi-K2.5 tokenizer codec-handling bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Model key lookup failure for MobileLLM is unrelated to flash-attn fallback logic." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both report stale references to removed pipeline tasks after v5." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying in Mistral3 is a different bug from silent corruption of non-persistent buffers." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "Zero3/BERT index-out-of-bounds failure is unrelated to Gemma4 device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure is not the same as a remote_code loading regression." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper failing to run is too broad to merge with a specific `_torch_extract_fbank_features()` issue." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` incompatibility during model loading; 44291 generalizes the regression more clearly." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different root causes: Qwen3 MoE FP8 config vs bitsandbytes/init_empty_weights kwarg handling." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "A bad Voxtral load error message is unrelated to tokenizer loading failures for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed weight-loading failures, but they target different models and likely different code paths." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected `num_items_in_batch` in compute_loss is not the same as a mask/tensor shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing effectiveness in PEFT LoRA is a different issue from a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion under DeepSpeed is unrelated to gradient averaging under GAS." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash test loading and NemotronH checkpoint loading are different model-specific failures." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion/NaN in RLHF is not the same bug as a flash_attention.py crash on `s_aux=None`." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes `_is_hf_initialized` incompatibility is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same shape-mismatch IndexError; the later report appears to be the same underlying mask/tensor length bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "A broad video-input regression across several Qwen models is not the same as a StopIteration error in Qwen3-vl-embedding." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral error-message quality and sleng-bert loading are different model-load problems." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to void segmentation map processing." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are different issues." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope scaling bug and Qwen3_5Moe uninitialized-memory issue are distinct." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The three accepted duplicate pairs are well supported by the issue titles/body summaries, and the summary does not overclaim beyond the evidence. No PRs were present, so there is no mergeability concern." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 5, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43550|issue:44910", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:43708|issue:44075" + ], + "prepared_review_unit_hash": "f63ca155e47280861a3dc868989d5bd2630170c08ecc4ba9e40a6c885f77ed14", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36628, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Two true duplicate pairs stand out: the non-persistent-buffer regression and the custom-model-init regression. Most other pairs are only loosely similar (same family/model area) but describe different concrete failures.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43644 is the strongest canonical for the non-persistent-buffer regression: it is an earlier, more specific description of the same bug that issue:44534 restates almost verbatim.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best overall representative because it is precise, clearly phrased, and has a near-verbatim duplicate in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 problems, but one is an FSDP2 KeyError in attention while the other is a device_map forward mismatch; different code paths." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different bugs: GGUF/gpt-oss support versus Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched-track leakage and Whisper empty-transcription generation are unrelated failures." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index error are not the same underlying bug." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and MoE MPS histogram Int support are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing exported Qwen2_5_VL class and meta-device loading issues are different loader regressions." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "torch.compile+SDPA failure on Bamba-9B-v2 is distinct from Flash Attention crashing on Qwen3.5 position_ids." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config on Qwen3Moe and meta-device loading bugs are separate problems." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and Float8 storage lookup failures are not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same custom-model initialization regression; the notebook wording in 43645 is just a more specific repro of 43646." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3-vl, but one is video StopIteration and the other is SFT embedding unpacking; different failures." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF architecture support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping registration bug and Gemma4 PLE device mismatch are different issues." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl video StopIteration and a generic mask/tensor shape IndexError are not the same code path." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized regression and Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Both involve siglip2-base-patch16-224, but one is zero probabilities and the other is nonsensical AutoModel/pipeline output; not enough evidence of one bug." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing class and meta-device loading breakage are separate regressions." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BertModel index error and tokenizer-mapping registration failure are different issues." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping registration and generic mask-shape IndexError do not describe the same defect." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config loading, but one is strict config rejection for granite_speech and the other is glm4v validation changes; different models and symptoms." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map auto dequantized-loading failure and Strix Halo mmap OOM are both memory-related, but not the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-verbatim duplicate: both report Transformers v5 filling non-persistent buffers with junk; 44534 is the same regression with slightly different wording." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 zero probabilities and SigLIP2 docs example errors are related to the model family but not the same concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA incompatibility after hf5.x and BitNet packed-weight loading are different mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3Moe FP8 failure are different runtime issues." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are unrelated model-specific bugs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 failing to load language_model weights and save_pretrained writing wrong visual encoder keys are opposite directions of different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures for different BERT models, but the titles do not indicate the same concrete root cause." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom-model initialization regression; 43645 is the notebook-specific manifestation of 43646." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "The Qwen3-vl video StopIteration and TRL SFT embedding unpacking failures are different." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Strix Halo mmap/OOM are not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3_moe LoRA incompatibility and Gemma4 resize_token_embeddings mismatch are unrelated." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps calculation and SGD arguments not being used are different training bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet and stays conservative on the soft edges. The two accepted duplicates (43644\u219444534 and 43645\u219443646) are plausibly the same regressions, and the other pairs are appropriately rejected 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": 18, + "review_unit_index": 6, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:45488|issue:45812", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44164|issue:44291", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:44402|issue:44488", + "issue:43873|issue:44387", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43854|issue:45216", + "issue:45276|issue:45292", + "issue:42947|issue:43381", + "issue:44164|issue:44756", + "issue:43381|issue:44928" + ], + "prepared_review_unit_hash": "2834d5b86e2d4784e23156998c966a46516b6c484f8512576a39e6bbb2ef7d53", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38642, + "estimated_input_tokens": 9661, + "estimated_eval_tokens": 19578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set with one likely duplicate pair around resize_token_embeddings not updating output embeddings; the rest are related only at a broad subsystem level and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report of the resize_token_embeddings/output_embeddings bug; issue:45276 looks like a Gemma4-specific manifestation of the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the cleanest representative because it states the core bug generically and can subsume the model-specific variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and different failure modes (SigLIP2 example mismatch vs Qwen3-VL weight-shape mismatch)." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3 MoE conversion/offload with accelerate+deepspeed versus a SigLIP2 loading/example issue." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and concrete failure modes differ; this is too broad to treat as one bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but they concern different models and likely different fixes." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a broken documentation example and the other is incorrect inference behavior; not the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both mention Transformers 5.0.0, but one is buffer initialization junk and the other is custom-model/Jupyter initialization behavior." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both involve memory/quantization themes, but one is Qwen3 MoE training memory usage and the other is offloading under quantization." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different breakages: qwen3_moe LoRA compatibility versus Qwen3-VL loading shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory pressure, but the causes differ materially (Qwen3 MoE training vs int4 quantization reserved memory/OOM)." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated failures: Qwen3.5 chat crashes versus Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "No shared underlying bug: a GLM5 issue versus save/load corruption after sinq quantization." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different areas and root causes; one is LoRA portability across branches, the other is resizing embeddings not updating outputs." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are runtime crashes, but the code paths differ completely (Qwen3.5 flash-attn position_ids vs sink-less flash_attention.py s_aux handling)." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading/save issues, but one is extra_state serialization and the other is init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Different API regressions: GenerationMixin import path versus Whisper pipeline return_language behavior." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "These are similar only at a very broad level; Gemma4 and t5gemma hit different embedding paths and are not clearly the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying bugs, but they affect different model classes and likely require different fixes." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility and meta-device loading are separate issues with different causes." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Completely different problems: Qwen3 auto device mapping CUDA assert versus AudioFlamingo3 batch token leakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and failure modes; a doc/example bug versus a GLM5 loading issue." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Both concern training/inference behavior, but gradient checkpointing with LoRA is unrelated to T5 using apex FusedRMSNorm." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/vocab loading problems, but they concern different models and specific failure modes." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Different quantization-related performance problems; one is offloading behavior and the other is increased reserved memory causing OOM." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model architecture bugs: Gemma4 FSDP2 shared_kv_states handling versus Qwen multimodal text_config unwrapping." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "A meta-initialization TypeError and a Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: Gemma4 FSDP2 attention state rebuilding versus Qwen3.5 MoE rotary embedding offload compatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "No shared bug; AudioFlamingo3 batched inference leakage is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 attention state rebuilding are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization issues, but they involve different quantization formats and different loading failures." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both involve OOMs, but one is quantization-related memory reservation and the other is mmap on Strix Halo." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions are unrelated to the Strix Halo mmap OOM report." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different failures: model-test loading mismatch versus a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These describe the same resize_token_embeddings bug; 45276 is the Gemma4-specific manifestation and 45292 is the generic output_embeddings regression." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA and the other is disallowed in eval mode." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Serialization of extra_state and mmap-related OOM are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to Qwen3.5 3D position_ids causing SDPA fallback and NaNs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded summary. The only accepted duplicate pair (issue:45276 / issue:45292) is well supported by the titles and the shared resize_token_embeddings/output_embeddings symptom, and the other pairwise rejections stay conservative given the differing models, subsystems, or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 7, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43257", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:45684|issue:45698", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:43611|issue:43645", + "issue:43906|issue:44530", + "issue:44530|issue:45084", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:43901|issue:44509", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:39404|issue:44671", + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:43856|issue:44756" + ], + "prepared_review_unit_hash": "e2c4276ca2ccb69fe173d2fde5330234bc9919f97fd280aa771ca8b3b1e29124", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37359, + "estimated_input_tokens": 9340, + "estimated_eval_tokens": 18936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a family of Transformers v5 regression reports around model/tokenizer loading and custom-model initialization, but the soft pairs are mostly different manifestations rather than true duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43611 is the broadest umbrella for the v5 custom-model loading regression; it captures the general failure mode that several nearby issues describe in narrower ways.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most representative single issue for the cluster because it names the general loading breakage directly and is broad enough to subsume related follow-ups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/from_pretrained and custom modules, but one is about permissions on saved source files and the other is about loading the wrong module; different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are v5/model-loading regressions, but they target different models and failure modes (video input regression vs strict config loading)." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: flash_attention sink-less crash vs Gemma4 FSDP2 shared_kv_states rebuild/KeyError." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom-model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "One is notebook-based custom model initialization; the other is save/from_pretrained extra_state handling. Same area, but not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype/loading problems, but one is an autocast mismatch for Phi-tiny-MoE and the other is meta-device loading on Transformers 5." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both mention resize_token_embeddings, but one reports output_embeddings not updating and the other is a t5gemma-specific decoder.embed_tokens symptom; not clearly the same concrete bug." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer-load failures, but one is a vocab-size/special-token mismatch and the other is a specific model load failure; too little evidence they share one root cause." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated incompatibility reports: Torch 2.10 support vs an autocast dtype mismatch on a specific MoE model." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different load-time failures; not the same underlying bug." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map device mismatch are distinct problems." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Storage lookup failure for float8 tensors is unrelated to the Strix Halo mmap OOM report." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenization changes across versions are different issues." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility is not the same as Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Generic Torch compatibility report and Mistral-3 image-preprocessor dtype mismatch are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both relate to custom model loading in v5, but one is specifically about base_model_prefix and the other about notebook initialization; not the same concrete regression." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "These are unrelated: an isolated reproduction of an older issue versus a Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Both touch attention/compilation features, but one is a linear_attention group-type crash and the other is a non-template-node compilation error." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver interpolation failure." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different removed pipeline/task references and do not look like the same document bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different regressions: video input support for Qwen VL models versus a mask-shape IndexError." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "A wrong-result model/pipeline report and a ModelOutput key assignment bug are different problems." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch incompatibility and TRL unpacking for Qwen3.5 embeddings are different issues." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template-node compilation error do not share the same underlying bug." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL load issues, but one is a Transformers 5.0 model-conversion regression and the other is a weight-shape mismatch for a specific checkpoint." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: zero3 init/BertModel indexing versus compiled flex_attention on newer torch." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to from_config failing to unwrap text_config for composite Qwen configs." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked-LM prediction regression are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflicts and gguf_file from_pretrained failures are different loading bugs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but one is CamemBERT masked-LM output and the other is a tokenizer load failure for a specific model; not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and disabling mmap for Strix Halo OOM are different performance/memory issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 8, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43377", + "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:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:32090|issue:39404", + "issue:44991|issue:45081", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44206|issue:44220", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:43883|issue:44488", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:44464|issue:45987", + "issue:43644|issue:43646", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:44849|issue:45325", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43883|issue:44991", + "issue:43262|issue:43377", + "issue:43089|issue:45987", + "issue:43645|issue:44534", + "issue:43646|issue:44534" + ], + "prepared_review_unit_hash": "e9ad1932cdc3468b4ad9937f89a8960fcb512496cdabf93a459b74203307b1a7", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37027, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers bug reports and regressions; the soft-similarity links are mostly title-level overlaps, not the same underlying defect. No PRs are present, and I don't see a true duplicate pair worth merging.", + "confidence": 0.82, + "canonical_issue_reason": "No single issue cleanly represents a duplicate set here; the cluster spans many distinct subsystems (trainer, tokenizers, multimodal, generation, loading regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must stand in as the closest cluster anchor, issue 43646 is the broadest/general regression report, but it still does not unify the rest into one concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Different failures: Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers/loading, but one is a tokenizer load regression and the other is a Mistral regex patch crash with a different root cause." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen2.5-VL video-input regression." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU/device behavior, but XLNet CPU arange overhead and Qwen3_5Moe CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizers_MAPPING_NAME add-new-model-like failure is unrelated to compiled flex_attention on torch >= 2.9." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are model/tokenizer loading issues, but the affected code paths and symptoms differ." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "These are separate loading regressions for different models and versions, not one concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base_model_prefix loading breakage and junk-filled non-persistent buffers are distinct v5 regressions." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss-20b is unrelated to runtime post-processor updates in tokenizers backend." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to template compilation failures." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is not the same as a low-level _torch_extract_fbank_features issue." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens name conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields with trust_remote_code=True is unrelated to PagedAttentionCache linear_attention crashes." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState num_input_tokens_seen not updating is unrelated to Qwen2.5-VL iterable multimodal finetuning failures." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo all_tied_weights_keys missing and model-loading failures for cjvt/sleng-bert are different problems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens bug is unrelated to empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm torch-dynamo tracing error is a different failure than non-template node compilation." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention crash are separate model/runtime bugs." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "ScandiBERT loading regression is unrelated to physical-intelligence/fast loading on transformers>=5.1.0." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache.get_seq_length() returning the wrong type." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffers and the other is custom model initialization; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "gguf_file breaks auto loading and Qwen2.5-GGUF loading on v5 are related in area but not clearly the same concrete defect." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "gpu+cpu offload dequantized-model loading and Qwen2.5-GGUF v5 loading failure are separate load-path regressions." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflict is unrelated to Jupyter custom model initialization breakage." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and Qwen2.5-VL rope-index scaling issue affect different model internals." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different failing models and symptoms; both are loading regressions but not one shared bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compilation error is unrelated to GraniteMoEHybrid invalid method calls." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default is unrelated to MIMI encoder padding-mask behavior." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation GPU sync/dispatch overhead is a performance issue, not the same as StaticCache return-type regression." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in notebooks and junk-filled non-persistent buffers are separate v5 breakages." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer corruption are different bugs despite both being v5 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": 18, + "review_unit_index": 9, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:43404|issue:44466", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:43632|issue:44534", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44079|issue:45663", + "issue:44683|issue:45020", + "issue:41553|issue:43582", + "issue:42175|issue:45542", + "issue:33666|issue:40444" + ], + "prepared_review_unit_hash": "7095dbcc2d236cc59a85373a3857cfb180f31ef7ff1ccc977d1263a5c0ccb1fe", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37175, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous set of transformer bugs; the soft-similarity pairs mostly connect superficially similar but distinct issues across different models, features, and runtime paths. No true duplicate pair stands out, so this is not a cohesive duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is appropriate: the items span unrelated bugs, so any one issue would be a misleading umbrella.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44403 is the broadest/openest candidate, but it still does not actually cover the other failures well enough to serve as a real duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Different bugs: Mistral3 weight-tying serialization vs a broader save_pretrained inconsistency in Qwen3.5." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal loading failures, but one is a Llava Next segfault and the other is a Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading-noise issue vs a specific tokenizer regex patch crash in Mistral." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated failures: SigLIP2 produces bad outputs, while OmDet-Turbo has a processor/model image-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Different code paths: Qwen3Moe FineGrainedFP8Config vs template compilation failing on non-template nodes." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different models and bugs: MIMI padding-mask batching issue vs DAC from_latents missing-STE mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug vs compiled flex_attention failure on torch >= 2.9." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to the OmDet processor producing the wrong input size." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure is a different model-loading problem than the Mistral tokenizer backend crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different regressions: loading physical-intelligence/fast vs tokenizer regex patching for Mistral." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized argument handling are distinct issues." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated problems: _is_hf_initialized flag handling vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Same model family but different regressions: checkpoint save correctness vs incorrect visual encoder keys." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-tokens conflict is unrelated to the MobileLLM key error." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword collision is a tokenizer API bug, not the physical-intelligence/fast loading regression." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to the Float8 storage object error." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen VL, but one is a broad video-input regression and the other is a specific rope-index scaling bug." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Weight-tying serialization bug is different from LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are different issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL rope-index temporal scaling bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs strict config blocking granite_speech loading." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict is unrelated to the Qwen3 auto-device-mapping cuda assert." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading incompatibility does not match the non-persistent-buffer junk-fill regression." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility is a versioning issue, not the generic loading-noise bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Unexpected _is_hf_initialized handling is distinct from non-persistent buffers being initialized with junk." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on WikiText is an evaluation/model issue, not Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper run failure and missing Float8 storage are different runtime problems." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states reconstruction." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to remote_code model-loading regressions." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad Voxtral error messaging is not the same as the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and undefined tf backend from tensorboard-only install are different packaging bugs." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL iterable-dataset multi-image finetuning are separate training issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 10, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45800", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:44403|issue:44991", + "issue:43421|issue:44568", + "issue:35707|issue:40444", + "issue:43818|issue:45357", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:43381|issue:45923", + "issue:43482|issue:45538", + "issue:44291|issue:44589", + "issue:44829|issue:45479", + "issue:43482|issue:43525", + "issue:44079|issue:44534", + "issue:43377|issue:45491", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:40444|issue:45381", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43296|issue:45800" + ], + "prepared_review_unit_hash": "ff26653abec839ba4334c18cfb6d0384edbfddc25f47c116aaa0b865ca0dc967", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36642, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous transformer-regression reports. No soft pair is strong enough to treat as the same underlying bug or change, so I reject all soft edges and treat the set as unrelated issues with similar symptom wording.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43646 is the broadest and most representative issue in the set, but only as a loose umbrella for v5 initialization regressions; the cluster overall does not form a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor this noisy cluster because its title is broad enough to represent the general class of v5 initialization breakages seen here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading behavior, but one is generic load noise and the other is a specific tokenizer-resolution regression for a particular repo." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "One is about runtime special-token post-processing, the other about add_special_tokens failing to add BOS/EOS; related area, different bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL finetuning with multiple images per prompt." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video tower temporal attention/weight sharing is a different code path from incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map loading/offload failure is unrelated to Qwen3 MoE training memory efficiency." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer.json being ignored and Granite token IDs being wrong are different tokenizer regressions with different symptoms and scope." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode is not the same as a missing supports_gradient_checkpointing flag on a remote-code model." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF model loading failure and CLIPTokenizer model_max_length behavior are unrelated issues." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized init arg and missing Float8 storage registration are different v5 breakages." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "flash_attention_3 training collapse and single-label num_labels=1 zero-loss are distinct classification/training bugs." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer serialization are different internals and different symptoms." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to Gemma3 NaNs from sliding-window/all-padding windows." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are separate regressions." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert and Mistral regex patch crash are entirely different failures." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multiple-images-per-prompt finetuning and video vision_position_ids issues are both Qwen2.5-VL, but not the same concrete bug." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share a concrete code-path problem." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffers being filled with junk is a different regression from ModelOutput key bookkeeping." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging TensorFlow into the torch extra and vLLM loading PaddleOCR-VL are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag handling and bfloat16 dtype mismatches are different failure modes." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video-input vision_position_ids." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "base_model_prefix loading failure and generic custom-model initialization breakage overlap thematically, but the concrete bugs are not clearly the same." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and meta-device loading breakage are distinct model-loading problems." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical outputs and Perceiver non-default-resolution failure are different vision-model issues." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 OCR index errors are unrelated even though both involve long-context vision inputs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Missing lm_head weight tying causing garbage text and device-dependent serialization of lm_head.weight are separate tied-weight problems." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 configuration failure and Qwen2.5-GGUF loading failure are different model/setup combinations." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and a torch/transformers version incompatibility are not the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 11, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44479|issue:45823", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:43606|issue:44265", + "issue:43881|issue:44488", + "issue:43873|issue:45701", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:44568|issue:45920", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:39692|issue:40444", + "issue:43317|issue:43873", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:43257|issue:45923", + "issue:43572|issue:45759", + "issue:40990|issue:42947", + "issue:43322|issue:46050", + "issue:43526|issue:43883", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43296|issue:44877", + "issue:43749|issue:44534", + "issue:43881|issue:44991", + "issue:44466|issue:45357" + ], + "prepared_review_unit_hash": "0a9010904b02096dbf04380dbe27c503ac8fb39eb8753532b596f78fd251b665", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37222, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of unrelated closed issues. None of the soft-similarity pairs look like the same underlying bug/change, so all candidate duplicates are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical issue: the items span many unrelated subsystems and failure modes, so there is no single duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No globally best issue: none of the issues is a strong representative of the others, since the cluster is not a true duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure modes: video-input regression vs device-mismatch in Gemma4 PLE." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated bugs." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading/config issues, but one is an init_empty_weights arg mismatch and the other is strict config loading." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export/torch_compilable_check failures are different code paths." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures, but for different models and likely different root causes." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization trouble is unrelated to tokenization behavior changes." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and PEFT checkpoint loading are separate problems." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a language model and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset handling and generation with inputs_embeds/past_key_values do not share the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both concern tokenization, but one is a single tokenizer special-token bug while the other is a broad wrong-token-ID regression." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation logic and auto device-mapping CUDA assert are different failures." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash and torch.export/compilable-check failure are not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device-mismatch offload bug vs DAC from_latents/STE mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device mapping, but they affect different models and different concrete failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying serialization and torch.compile SDPA failure are separate problems." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask correctness in MIMI is unrelated to an OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Doc-example/model mismatch and multi-image iterable-dataset finetuning failure are different bugs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is a specific dequantized load failure and the other is a broad offloading complaint." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied-weight serialization and bfloat16 dtype mismatch are different concrete issues." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support and Perceiver positional-encoding handling are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed loading and missing gradient-checkpointing flag are different code changes." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx and failing to unwrap text_config are separate configuration bugs." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are not the same problem." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next load segfault and sinq save/load regression are unrelated model-loading failures." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and missing all_tied_weights_keys are different subsystems." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying in a model head and BitNet packed-weight unpacking are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "CUDA assert during auto device mapping and segmentation fault on Llava Next loading are different failures." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and strict granite_speech config loading are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP RAM-efficient loading and non-persistent buffer junk are not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different tokenizer/model-load failures; no shared code-path evidence." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization regressions, but they affect different objects and mechanisms, so they are not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 12, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:41720|issue:44977", + "issue:42617|issue:42915", + "issue:44008|issue:45823", + "issue:40990|issue:45701", + "issue:44387|issue:45704", + "issue:43404|issue:45357", + "issue:44186|issue:45072", + "issue:36331|issue:42617", + "issue:43577|issue:43708", + "issue:44877|issue:44991", + "issue:43873|issue:44756", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:41720|issue:42617", + "issue:44479|issue:44918", + "issue:44610|issue:44898", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:43526|issue:43881", + "issue:36010|issue:42617", + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43316|issue:44913" + ], + "prepared_review_unit_hash": "18a82cbed4ba91055d4aa3037bc91f50158cb34f38b4b7183309fb73c32e016a", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the soft pairs share broad language (Qwen, tokenization, offload, vision, dtype, etc.) but not the same concrete bug or change. I found no duplicate-level matches to merge, and there are no PRs here.", + "confidence": 0.8, + "canonical_issue_reason": "No issue is a clear canonical duplicate for the cluster. If one issue must represent it, issue:43873 is the closest fit because it is the broadest active bug with multiple inbound references around quantization/offloading, but it is not actually the same problem as the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43873 is the best representative only in a loose sense: it is open, well-described, and has the most surrounding activity/inbound references. The rest of the items are mostly unrelated regressions or model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: CUDA assert during auto device mapping vs flash-attention generation bug." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated: 3d_parallel.py execution failure vs Qwen3Moe FineGrainedFP8Config loading failure." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different models and code paths: Gemma3n forward variable collision vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity anomaly on one model vs a broad tokenization-version regression; not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but one is int4 quantization OOM and the other is a T5 RMSNorm leak." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different regression classes: untied lm_head in Mistral3 vs wrong visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash vs dtype mismatch; no shared code-path bug." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API kwarg mismatch is unrelated to a 3d_parallel.py runtime failure." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different problems: BLIP2 dtype not propagating vs resume/max_steps calculation." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading are separate issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both touch memory/offload, but one is quantization offloading behavior and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss API break is unrelated to Qwen3Moe FP8 config loading." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to tokenization changes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure and packed-weight loading failure are different code paths." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve crashes, but the failing attributes and processor code paths differ." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permission propagation are unrelated filesystem behaviors." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different subsystems and symptoms; no shared underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in Qwen models vs TRL SFT embedding unpacking failure." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image sizing, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile SDPA issue is unrelated to CPU-offload device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer/NER crash is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8 loading failure and dequantized device_map offload failure are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is different from a generic tokenization-change report." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different parallelism/device-mapping failures on different model families." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Qwen recurrent-state caching are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to 3d_parallel.py." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer bugs: Mistral regex patch crash vs Granite wrong token IDs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Different config fields and models; no shared underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 13, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "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:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:43388|issue:45059", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:30064|issue:34634", + "issue:33357|issue:35707", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:43550|issue:43653", + "issue:43421|issue:45701", + "issue:43873|issue:45704", + "issue:44492|issue:44509", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:42490|issue:43329", + "issue:43531|issue:45759", + "issue:34567|issue:35707", + "issue:44514|issue:44545", + "issue:43421|issue:43927", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:43782|issue:45381", + "issue:45759|issue:45859" + ], + "prepared_review_unit_hash": "530937aaa4bd4e91d1d3be77b257b2e71ff07517f79e2d2291414ff4b3f529e6", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35966, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and does not look like one duplicate family. The only clear duplicate pair is the two Qwen2_5_VLProcessor.apply_chat_template crash reports (44514/44545).", + "confidence": 0.76, + "canonical_issue_reason": "issue:44514 is the earlier, more detailed report of the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash as 44545, so it is the best duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "44514 is the clearest true duplicate hub in this set; the rest are largely unrelated bugs, so it is the strongest representative issue overall.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen-family issues, but one is video processing at runtime and the other is a from_pretrained weight_only load error." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and failure modes: FP8 config handling vs a Llava Next segfault on load." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenization, but one is runtime post-processor refresh and the other is a Granite token-ID regression." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer-specific crashes on different models and code paths." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/box behavior are unrelated subsystems." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "One is slow/fast tokenizer inconsistency; the other is a T5 tokenizer load-time attribute conflict." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Processor attribute initialization vs streaming chat/completions failure are not the same bug." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and Bark voice_preset handling are unrelated processor issues." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different problems." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping cuda assert and PEFT local checkpoint loading are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are distinct issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Both touch tokenization, but runtime special-token updates are not the same as a version-wide tokenization regression." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and removed-pipeline docs are not the same underlying change." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: Bark CPU offload device mismatch vs tokenizer special-token registration." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failures are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A local-path import warning and an undefined video-token helper bug are not the same issue." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen3-related, but one is sliding_window behavior and the other is composite config unwrapping." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; titles and failure mode match exactly." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token updates and DiaConfig save/load token-ID loss are different bugs." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and a zero-loss classification regression are different sequence-classification issues." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default resolution failure and dtype mismatches in other models are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different root causes." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window Qwen3-MoE behavior and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init validation and Qwen3.5 num_labels propagation are different configuration problems." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "A from_pretrained weight_only load error and a video vision_position_ids bug are different Qwen-VL paths." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and CPU-offload rotary embedding incompatibility are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft edge (44514/44545) is well supported by the near-exact title match and matching failure mode. The remaining soft-edge rejections are conservative and avoid overclaiming duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 14, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45357", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:45704|issue:45923", + "issue:39692|issue:44610", + "issue:43746|issue:46050", + "issue:43421|issue:43653", + "issue:44918|issue:44936", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43531|issue:43645", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:43994|issue:44671", + "issue:43596|issue:44220", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:45081|issue:45356", + "issue:40444|issue:43746", + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:44220|issue:44661", + "issue:43653|issue:43720", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:45183|issue:45479" + ], + "prepared_review_unit_hash": "3f8311f7399a42b277824c701c0540023bc63a268e397155367b7f2fb830c6c1", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37219, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not look like one duplicate set. The only strong duplicate-like pair is the offline tokenizer/cache regression around `_patch_mistral_regex` and HF_HUB_OFFLINE.", + "confidence": 0.59, + "canonical_issue_reason": "issue:44843 is the clearest root-cause report: it explicitly identifies `_patch_mistral_regex` calling `model_info()` unconditionally and breaking offline tokenizer loading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the most actionable and specific issue in the cluster, with a concrete code path and symptom match to its near-duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures in different areas: model loading/version compatibility vs PIL image processor torchvision dependency." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a tie-word-embeddings warning and the other is incorrect visual-encoder keys on save_pretrained; different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer constructor argument error vs inability to load a specific model; no shared code-path bug is evident." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling and composite Qwen config unwrapping are unrelated problems." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 RMSNorm memory leak and a missing gradient-checkpointing flag are separate issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 do not match an OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT adapter local-checkpoint loading and sinq quantized save/load breakage are different code paths." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token post-processing update and BigBird mask-token registration are related only broadly, not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRl SFT input unpacking failure and trainer evaluate-after-train failure are distinct trainer behaviors." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states rebuilding and missing gradient-checkpointing support are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "These both describe offline tokenizer loading failing because the Mistral regex patch path triggers network/model-info access instead of using cache." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and abnormal gradient growth under ZeRO-3 are different training issues." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but one is a runtime post-processor update feature gap and the other is a LayoutLMv2 NER padding/truncation crash." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Jupyter custom-model initialization are unrelated." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5 RMSNorm memory leak vs Qwen3.5 MoE CPU offload incompatibility are separate bugs." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping is not the same as the T5 RMSNorm memory leak." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions with different symptoms and code paths." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel indexing failure is unrelated to audio feature extraction." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with adapters and quantization/offloading behavior are not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and quantization offloading are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex fixes, but one is a crash in `_patch_mistral_regex` and the other is a Kimi tokenizer regression with codec handling; not clearly the same bug." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Multimodal finetuning with iterable datasets and PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer codec/regex regression and `list_repo_files` revision forwarding are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor segmentation-map handling and a GenerationMixin import error have no common code path." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading for BitNet and DAC latent conversion mismatch are different bugs." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction and tokenizer-mapping model registration are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token decode behavior and BitNet accelerate-loading unpacking are not the same issue." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma3n audio-mask variable collision are separate multimodal bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions assignment regression and RTDetrV2 output differences are distinct model regressions." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging and degenerate single-label classification loss are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly matching pair is 42886/44843 around offline tokenizer loading and `_patch_mistral_regex`/`HF_HUB_OFFLINE`, and the rest of the soft-edge pairs are rejected conservatively based on distinct titles/symptoms. No pair is overstated as a duplicate beyond what the issue text supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 15, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:43295|issue:45834", + "issue:44062|issue:44488", + "issue:43322|issue:45685", + "issue:43335|issue:43756", + "issue:44186|issue:44898", + "issue:43950|issue:45987", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:30064|issue:36331", + "issue:44448|issue:44671", + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:41720|issue:44991", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43644|issue:43749", + "issue:44561|issue:45020" + ], + "prepared_review_unit_hash": "8012a91bb8a394b45190d3f855636848a5de9bb396491ad4bb2f40e1ac9e83b0", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36046, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity matches: the issues span unrelated model, tokenizer, config, cache, and multimodal regressions rather than one duplicate bug cluster.", + "confidence": 0.86, + "canonical_issue_reason": "If forced to pick an anchor, issue 45020 is the broadest umbrella ('recent transformers versions break models using remote_code'), but the set is too heterogeneous for it to be a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the least specific and most representative of the broad regression theme, but no issue cleanly captures the whole cluster as one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: SDPA/torch.compile on Bamba vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths: Bamba SDPA compile issue vs DAC latent/STE forward mismatch." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "One is metrics label truncation; the other is Mamba2 cache correctness with seq_len > 1." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Custom model processor/tokenizer regression vs Kosmos2.5 long-OCR index error; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer constructor argument collision vs model loading failure for a specific tokenizer." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault on Llava Next loading is unrelated to the MPS histogram int-typed operator error." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Single-layer sparse config bug vs Smollm3 RoPE-layer dropping; different model setup defects." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs Perceiver image-size/interpolation issue." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to StaticCache.get_seq_length() returning a tensor." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs DAC from_latents/forward mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window problem and AutoConfig trust_remote_code missing-fields regression are different defects." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is an offline hub call and the other is a backend_tokenizer AttributeError; not the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and strict-config rejection of granite_speech are distinct config-loading issues." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Video input processing ValueError in Qwen3OmniMoe is unrelated to qwen2.5-vl vision_position_ids being wrong." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void segmentation maps and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: Pegasus v4/v5 output drift vs CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype loading bug is unrelated to Video-LLaVA missing temporal attention / weight sharing." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor not updating special tokens and Whisper batch_decode skip_special_tokens behavior are different tokenizer issues." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only load failure vs Qwen3.5 flash-attention generation issue; different code paths." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device-map assert on A800 is unrelated to loading EMBEDDIA/est-roberta tokenizer." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example errors and Kosmos2.5 OCR index error are not the same underlying bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation after align_special_tokens is unrelated to Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in from_pretrained and FSDP_CPU_RAM_EFFICIENT_LOADING are different regressions." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but one is the specific is_torch_fx_available removal and the other is a broad umbrella report; not one concrete duplicate bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 16, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:43577|issue:43582", + "issue:43825|issue:43994", + "issue:34634|issue:36010", + "issue:43825|issue:43827", + "issue:44485|issue:44509", + "issue:44805|issue:44936", + "issue:44671|issue:45701", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43782|issue:45325", + "issue:42175|issue:45081", + "issue:43749|issue:44291", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:43650|issue:43906", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:34634|issue:36331", + "issue:43653|issue:44912", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43742|issue:45020", + "issue:43329|issue:45600" + ], + "prepared_review_unit_hash": "34b05f6ec57d0b4ddef7e4549a9d68b592669a45077820a4061e02698be8265b", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35509, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issues across different models/components. Only one soft pair looks like a true duplicate: the tokenizer added-token spacing/inconsistency reports. No PRs were present.", + "confidence": 0.73, + "canonical_issue_reason": "issue:28218 is the clearest concrete report of the tokenizer added-token spacing bug; issue:29159 appears to describe the same behavior more broadly as a slow/fast tokenizer inconsistency.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best canonical issue candidate because it states the bug precisely and is the older, more specific report of the same tokenizer problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: CPU offload device mismatch for Bark vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and failures: v5 video regression in Qwen models vs long-OCR index error in Kosmos2.5." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated symptoms and code paths: Blip2 dtype loading issue vs Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline v5 error-message issue; the other is a SigLIP2 bad output issue with AutoModel/pipeline, not the same underlying bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different components: BarkProcessor voice_preset handling vs GenerationMixin import error." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both relate to v5 pipeline removals, but one is an error message problem and the other is docs fallout; not the same bug/change." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to stale pipeline task docs." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: mask/tensor shape IndexError vs trainer.evaluate() after train state bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression is not the same as a broad tokenization-change report." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer added-token spacing problem; 29159 is the broader slow-vs-fast inconsistency report of that behavior." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and dtype mismatch are different code paths and bugs." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure is unrelated to the dtype mismatch reported in issue:45072." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL bugs: weight_only loading error vs rope index scaling for still images." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend install dependency issue is unrelated to Mistral regex patch crash." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading, but the failing mechanisms differ: FSDP CPU RAM efficient loading vs unexpected _is_hf_initialized argument." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and float16 AMP CUDA crash are separate issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different processor/tokenizer failures: Mistral regex patch crash vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A vague placeholder issue is not the same as an isolated reproduction of another bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and DAC.from_latents STE mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 output drift in v5." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention weight tying/warnings, but they involve different models and root causes." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice preset failure is unrelated to CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length bug are different issues." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and MPS attention correctness are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error and broad remote_code breakage are 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 config references." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft pairs. The 28218/29159 tokenizer pair is the only plausible duplicate-style match from the titles, and the rest are reasonably treated as unrelated or only loosely similar. No PRs were present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 17, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45701", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:45459|issue:45803", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:44387|issue:44617", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:43854|issue:44977", + "issue:43257|issue:43329", + "issue:39692|issue:44912", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:43454|issue:43577", + "issue:36010|issue:36331", + "issue:43531|issue:45042", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:42490|issue:43257", + "issue:43749|issue:44756", + "issue:43643|issue:45759", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:43257|issue:43931", + "issue:44568|issue:45356", + "issue:44849|issue:45701" + ], + "prepared_review_unit_hash": "c08fa81563f9e2094e7b6727ab6f98a14c20b38391e3ba416af9fa16946bdf00", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous transformers bugs; only one soft duplicate pair is convincing: the Qwen video regression reports. The rest differ by model, subsystem, or failure mode and should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44479 is the broadest, most user-facing report of the video-input regression across multiple Qwen VL/MoE models; issue:43329 looks like a narrower root-cause note in the same area.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best represents the cluster\u2019s only real duplicate theme because it describes the regression across several affected model families and the symptom users hit directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems: float8 storage/loading vs PIL image processor dependency handling." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated models and bugs: GraniteSpeech local checkpoint loading vs Whisper batch_decode token handling." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve bad exception handling, but they are different code paths and different failure modes." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: ZeRO-3/Non-pretrained BERT indexing vs evaluate-after-train lifecycle issue." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but one is gguf_file support and the other is a tokenizer-specific regression; not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but they are different causes, models, and execution paths." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different model-specific loading/compile problems; no shared code-path bug is evident." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "One is a DAC forward/from_latents mismatch; the other is config save/load losing token IDs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation bugs with different likely causes." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading vs multimodal token counting in the video branch are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc example issues are unrelated to Qwen3.5/OSS quantization loading." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading bug vs image processor output-size mismatch; different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Model output anomaly vs processor size mismatch; no common underlying bug." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying bug and dtype propagation bug are different issues." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path breakage vs trainer API keyword mismatch; not duplicates." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL/torchvision backend requirements." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different problems: weight conversion during accelerated loading vs plain CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are audio processor issues, but one is chat template sample rate handling and the other is Whisper decode token skipping." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both describe the same video-path regression in Qwen VL/MoE models; 43329 identifies the likely root cause in _get_num_multimodal_tokens, and 44479 reports the broader user-facing regression." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path slash import warning is unrelated to Qwen3 MoE accelerate/deepspeed weight conversion." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading related, but one is an FSDP loading regression and the other is a Strix Halo mmap OOM workaround." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting bug vs batched video processor shape bug; related area but different underlying defects." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token accounting is unrelated to GPT-oss perplexity on WikiText-2." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they affect different models and code paths." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE loading/convert issue is distinct from Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but on different models and different root causes." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state behavior is unrelated to a broad tokenization-version change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well-grounded in the packet and stays conservative. The only accepted soft duplicate pair, issue:43329 vs issue:44479, is plausibly the same Qwen video-path regression, while the other pairs are reasonably separated by model, subsystem, or failure mode based on the titles/body summaries provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 18, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:44568|issue:45488", + "issue:29159|issue:34567", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43452|issue:43582", + "issue:44987|issue:45538", + "issue:41720|issue:43540", + "issue:43697|issue:45357", + "issue:42915|issue:45538", + "issue:43927|issue:44912", + "issue:44479|issue:45381", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43540|issue:44479", + "issue:43317|issue:45538", + "issue:43540|issue:44560", + "issue:43257|issue:43756", + "issue:43577|issue:45072", + "issue:44987|issue:45907", + "issue:44062|issue:44991", + "issue:45137|issue:45405", + "issue:24643|issue:29159", + "issue:28282|issue:34689", + "issue:43742|issue:44291", + "issue:42175|issue:44488", + "issue:42915|issue:43749", + "issue:44737|issue:45588", + "issue:43404|issue:45987", + "issue:42175|issue:44938", + "issue:43906|issue:45381", + "issue:28282|issue:29127", + "issue:43582|issue:43782" + ], + "prepared_review_unit_hash": "ad0d9aade35d05b812c810d30dbdfccc18e55af6c672c4e17c6059f4b2bc7a3c", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37679, + "estimated_input_tokens": 9420, + "estimated_eval_tokens": 19096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated issue reports, with one credible duplicate pair around the Qwen VL video-input regression. No PRs are present.", + "confidence": 0.45, + "canonical_issue_reason": "issue:44479 is the broadest and most representative report of the Qwen video-input regression, and issue:45381 is a narrower symptom report that fits under it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the clearest scope for the only true duplicate relation here, covering the wider v5.3.0 video-input regression across Qwen VL variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different failures and different code paths/models." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to TrainerState token counting." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and different failures: FP8 config loading versus a key error on MobileLLM." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "One is an init_empty_weights argument bug; the other is an image processor torchvision dependency regression." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated issues." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading and an Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for one repo versus CLIPTokenizer max_length behavior are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both involve Qwen models, but one is a device-mapping CUDA assert and the other is a video-input processing error." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different problems: RTDetrV2 output drift versus incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/model behaviors with no shared code-path evidence." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-id loss is unrelated to MXFP4 quantization loading." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen VL video-input regression in v5.3.0; 45381 is a narrower manifestation of the broader issue." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP loading is unrelated to TrainerState token accounting." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend dependency packaging and an import error for a missing model class are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-input related, but they target different Qwen model families and the symptoms differ." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to Smollm3 RoPE layer dropping." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but the affected models and failure modes are different." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and forwarding a revision argument are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-flag duplication is not the same as loading EMBEDDIA/est-roberta." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and a peft version bump are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-dimension error is unrelated to tokenizer inconsistency." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import and Llama 3.2 vision model loading are different issues." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading a model and an init_empty_weights argument mismatch are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backends issue and a specific model load failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8Config failure and FSDP CPU RAM efficient loading breakage are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug and flash_attention sink handling are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and StaticCache return type are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of an older issue is not the same bug as the Qwen2.5-VL video-input regression." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging and Python 3.14 import/load failure are different problems." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "An isolated reproduction of a prior issue does not match the Qwen2.5-VL video-input regression." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "AutoModel missing PyTorch and LayoutLMv3 box-validation messaging are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and Qwen3VL weight_only loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all items are issues, so noting no PRs is correct. The lone accepted duplicate pair (44479/45381) is reasonably supported by the titles as the broader Qwen VL v5.3.0 video-input regression and a narrower qwen2.5-vl symptom. The rejected soft pairs are phrased conservatively and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 19, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41762", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:46121" + ], + "soft_pairs": [ + "issue:38175|issue:44898", + "issue:43540|issue:45823", + "issue:43493|issue:43994", + "issue:43526|issue:45479", + "issue:44291|issue:44821", + "issue:43756|issue:45325", + "issue:34567|issue:36331", + "issue:44913|issue:46121", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:45357|issue:45920", + "issue:45042|issue:45081", + "issue:43452|issue:44488", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:43643|issue:45375", + "issue:45405|issue:45600", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:44625|issue:44877", + "issue:24643|issue:29127", + "issue:44514|issue:45381", + "issue:41762|issue:44936", + "issue:43688|issue:43749", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:44514|issue:45290" + ], + "prepared_review_unit_hash": "847b8b5b37d5c8a8d6dd555bdd6a9d43394141872c9972ff6de6b1968bc3a99a", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36213, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: these are mostly unrelated loader, config, trainer, and model-specific bugs. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.19, + "canonical_issue_reason": "Issue 43452 is the broadest, most user-facing loading regression in the set, but there is no strong evidence that any items here are true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43452 best represents the cluster only in a loose sense because it covers a general from_pretrained loading failure; the rest are mostly narrower, distinct bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failure modes; one is a zero-probability output issue, the other is an image-resolution/interpolation failure." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Completely different subsystems: Qwen3OmniMoe video processing vs Gemma4 PLE device placement." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and code paths; not enough evidence of one underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Beit image label reduction bug is unrelated to single-label classification zero-loss behavior." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Init-empty-weights loading error and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE/position logic, but on different models and with different mechanisms; too weak to treat as the same bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both are trainer-related, but one is a state counter update bug and the other is an unexpected compute_loss API argument." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both mention rope config handling, but one is reload persistence and the other is JSON list validation in a different helper." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer-related, but one is AddedToken construction and the other is mistral regex patching; different concrete failures." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and distinct loading/test failures." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "One is Qwen3.5 save_pretrained visual key serialization, the other is tokenizer ID regression across multiple models." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency issue is unrelated to Mistral regex patch crashes." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but 43452 is a gguf_file path regression while 44488 is a model-specific load failure." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError on MobileLLM loading is unrelated to the float8 storage object error." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but one is generic trust_remote_code missing fields and the other is a specific strict-field drop in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Release-version pinning and removed auto_mappings references are different CI/package issues." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading is unrelated to Perceiver image classification interpolation failure." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but they affect different models and distinct code paths." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Num-label propagation bug and strict config loading failure are not the same issue." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Training-time DeepSpeed runtime error is unrelated to LayoutLMv3 box-information error messaging." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but one is apply_chat_template batching and the other is video position-id computation." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading crash and trainer.evaluate-after-train failure are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug and FSDP CPU RAM-efficient loading breakage are different problems." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loader breakage and BLIP2 dtype propagation are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading regression and offline mistral_regex model_info call are different tokenizer/model-loading bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but the failures are different: batched padding=False crash vs tool-call assistant message handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 20, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:44493|issue:46050", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:30064|issue:33666", + "issue:44936|issue:45823", + "issue:44484|issue:44704", + "issue:43295|issue:45356", + "issue:44464|issue:44743", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:41720|issue:43906", + "issue:38175|issue:43295", + "issue:28282|issue:35141", + "issue:45491|issue:46002", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:43688|issue:45704", + "issue:43688|issue:45440", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:43688|issue:45701", + "issue:29159|issue:33357", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:43643|issue:44561", + "issue:44464|issue:44977", + "issue:43550|issue:43927" + ], + "prepared_review_unit_hash": "eaee31f93710a13ed1f682e156ea7dbac6f78d3107bf10cb13d803b50b49ee1c", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35810, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated one-off bug reports. The only plausible duplicate pair is the v5 tied-weights serialization regression (44466/45005); everything else is too model- or symptom-specific to merge safely.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44466 is the clearest, most concrete report in the only plausible duplicate cluster: it names the v5 tied-weights/serialization path and gives a specific device-dependent symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the best representative issue overall because it is specific, actionable, and points at a concrete serialization bug rather than a broad symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Both mention unexpected keys/serialization, but one is a general position-id key issue and the other is quantized save/load breakage; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the v5 tied-weights problem around translation models / lm_head serialization; 44466 is the concrete device-dependent manifestation of the same underlying regression." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction and Whisper batch decoding are unrelated code paths and symptoms." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate-after-train and Gemma4 device-map mismatch are different failures in different subsystems." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size behavior and AutoProcessor kwargs forwarding are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions in tokenizer-related flows, but they affect different models and different failure modes." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is a broad compiled-forward inconsistency and the other is a Qwen3.5 recurrent-state reset bug; not the same defect." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs on different models; no clear shared root cause." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are separate load/task failures." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch-not-found import error and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch and macOS bus error on CLIP are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "The second item is only an isolated reproduction reference; there is no evidence it is the same Qwen3 auto-device-map crash." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and a processor/tokenizer regression are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch and embedding reinitialization after resize are unrelated issues." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but in different components and with different triggers; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype handling and RTDetrV2 output divergence are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token complaints, but they concern different models and different behaviors; too broad to merge." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both mention MoE models, but one is an auxiliary-loss bug and the other is a native-vs-remote implementation divergence; different underlying problems." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline-mode model_info misuse and tokenizer load failure for a specific model are not clearly the same regression." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are separate initialization/loading issues." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "MoE auxiliary-loss normalization and a broad tokenization-change report are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency and a macOS bus error on CLIP are different failures." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM key error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig custom token-ID loss are different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 helper-removal regression; not enough evidence of the same root cause." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different symptoms and likely different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "SDPA/torch.compile failure in Bamba and DiaConfig token-ID persistence are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge, 44466/45005, is supported by closely aligned titles about tied weights and v5 serialization behavior. The other rejects are also reasonably cautious given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 21, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:45357", + "issue:45405", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43577|issue:45588", + "issue:41720|issue:44464", + "issue:43577|issue:44554", + "issue:32090|issue:34567", + "issue:43122|issue:43906", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:45823|issue:46050", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:43278|issue:43688", + "issue:43262|issue:43295", + "issue:44849|issue:45357", + "issue:43525|issue:43572", + "issue:33666|issue:36331", + "issue:43493|issue:43825", + "issue:43720|issue:44361", + "issue:44625|issue:46002", + "issue:43756|issue:44913", + "issue:44568|issue:45812", + "issue:28218|issue:33357", + "issue:44964|issue:45405", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "392b5b50b8cc4a3eacd6f33efa7df5bd67be943be86b10de56feaf6f4a3a9224", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37105, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers bugs across tokenizers, configs, training, loading, vision/audio, and device-mapping. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected. The most representative issue is the broad silent tokenizer regression in Granite (45812).", + "confidence": 0.84, + "canonical_issue_reason": "issue:45812 is the strongest representative: it describes a broad, user-facing silent regression in core tokenization behavior affecting all Granite models, with clear impact and a concrete code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best cluster representative because it is high-impact, well-scoped, and directly about a concrete regression rather than an implementation-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different subsystems and failures: video-input regression for Qwen VL models vs missing num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated bugs: torch.compile/SDPA failure in Bamba vs tokenizer task AttributeError in MLukeTokenizer." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: BLIP2 dtype handling vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "A800 auto-device-map cuda assert and chunked generation with compiled forward are separate model-runtime issues." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Both touch attention/model numerics, but one is BLIP2 dtype loading and the other is an MPS correctness bug with mismatched head dims." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error and TrainerState token counter not updating are different trainer bugs." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenization regression across versions vs an isolated reproduction of another issue; no clear same bug evidence." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-related, but Beit legacy-field loading and BitNet packed-weight unpacking are different mechanisms." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failures: Beit pretrained preset loading vs Bamba torch.compile/SDPA behavior." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit loading bug and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast error and Qwen2-VL multi-GPU training request are not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization bugs: tied lm_head.weight behavior vs quantized sinq save/load corruption." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue for Qwen2-VL and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM loading key error and AutoImageProcessor-from-URL failure affect different loaders and code paths." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mapping forward mismatch and sinq quantized save/load failure are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaks specific tokenizer/model loading, while ScandiBERT cannot load for an unspecified separate reason." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and DiaConfig custom-token-ID loss after save/load are different bugs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during eval and auxiliary-loss normalization are different training/eval correctness issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image-passing regression are separate processor API bugs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and incorrect visual-encoder save_pretrained keys are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad token config fields, but they affect different model configs and are not clearly the same underlying defect." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are separate trainer/model issues." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task error messaging are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are different loading/serialization bugs." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "No shared bug: dtype mismatch in evaluation vs aux-loss normalization." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Different processor regressions affecting different modalities and APIs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug is not the same as incorrect visual encoder key serialization." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-loading failure for Phi-4 multimodal and a dependency version bump are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Doc example errors for SigLIP2 are not the same as the HF-vs-JAX model discrepancy." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers/models and different observed failures." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior and a MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:44913", + "right": "issue:44964", + "accept": false, + "reason": "GPTNeoX config reload bug and Phi-4 multimodal load failure are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 22, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45803", + "issue:45823", + "issue:45987" + ], + "soft_pairs": [ + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:45200|issue:45229", + "issue:43278|issue:43844", + "issue:43334|issue:43572", + "issue:45803|issue:45987", + "issue:44488|issue:44843", + "issue:43257|issue:43299", + "issue:43756|issue:45083", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:45229|issue:45823", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:43927|issue:44361", + "issue:44464|issue:45584", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44423|issue:44734", + "issue:29942|issue:30333" + ], + "prepared_review_unit_hash": "15d0ab926b753a3fbd8684b711309f1da923163fb8221d2327fa4451d31e1377", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35667, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated bugs across multimodal loading, tokenizers/configs, training/inference, CI, and model-specific regressions. None of the soft pairs look like the same underlying bug or change, so no duplicate consolidation is warranted.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different failure modes and code paths: Qwen3OmniMoe video input processing vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Different model families and bugs: SigLIP2 implementation discrepancy vs ZeRO-3 gradient growth during DeepSpeed training." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "One is a missing default for mm_token_type_ids; the other is a multi-GPU CUDA OOM. Not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype regression in eval vs training instability under HfDeepSpeedConfig/ZeRO-3 are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config attribute regressions, but for different models and different missing fields (pad_token_id vs pad_token_idx)." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Fuyu batch tensor conversion exception handling vs StaticCache return type contract are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Different loading failures: a specific model load regression vs unconditional hub metadata lookup breaking offline mode." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE, but one is accelerate+deepspeed conversion and the other is model loading in dev; not the same concrete defect." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE layer mismatch in Smollm3 is unrelated to feature-extraction length behavior in qwen3_omni_moe." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Different multimodal config issues: missing pad_token_id vs from_config not unwrapping text_config." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 doc/example errors are not the same as processor.tokenizer regression in custom model code." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "OOM from multi-GPU inference and device mismatch during forward are distinct issues." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression vs lm_head.weight serialization inconsistency are different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing model class vs missing Float8 storage type are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on a CLIP model vs Qwen2-VL multi-GPU training is not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field blocking Beit semantic segmentation load vs CPU offload device mismatch are different problems." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage type resolution issue vs flash_attn import_utils KeyError on Python 3.13 are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing StableLmConfig field after 5.0 vs init_empty_weights argument mismatch are different regressions." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token ID loss and MLukeTokenizer AttributeError are separate tokenizer/config bugs." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs whisper empty transcription failure after align_special_tokens are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a runtime device mismatch with CPU offload; the other is a stale CI test failure in GraniteSpeech." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field load failure and BigBirdTokenizer special-token decode bug do not share the same underlying cause." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM on a large Qwen model is unrelated to an unreleased PEFT version bump." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Evaluation dtype change and resume_from_checkpoint key mismatch are different issues." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT version pin problem." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 output quality issue vs generic unexpected position-id key warnings are not the same defect." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash from string/.to misuse vs KV-cache continuation tensor indexing bug are different code paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting after failed training jobs are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 23, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44315", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45406", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121" + ], + "soft_pairs": [ + "issue:43873|issue:46050", + "issue:45406|issue:46121", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:43582|issue:44977", + "issue:43540|issue:45200", + "issue:15354|issue:38175", + "issue:45200|issue:45823", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:43493|issue:43701", + "issue:44315|issue:44849", + "issue:43295|issue:44610", + "issue:43572|issue:44987", + "issue:43295|issue:43450", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:45200|issue:45325", + "issue:43295|issue:43873", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43550|issue:43844" + ], + "prepared_review_unit_hash": "0960e151b877f9be133a4d150f63cd99069d87f94443ec686253b8fa26962e46", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36892, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated across tokenization, loading, training, quantization, multimodal processing, and attention internals. None of the soft pairs look like true duplicate-level matches; they share broad subsystem names but not the same concrete failure path.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43873 is the strongest representative in this set: it has the most discussion/inbound refs, a clear user-facing quantization/offloading failure, and is still open; the other items are mostly orthogonal bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall issue candidate because it is active, impactful, and well-scoped, while the rest of the list is heterogeneous and less suitable as a canonical representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization, but one is about offloading behavior and the other about save/load breakage after sinq quantization; different bug paths." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is unrelated to rope-parameter JSON list handling; different components and failure modes." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention crash with s_aux=None is a runtime integration bug, not the same as quantized model serialization/loading corruption." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and CUDA OOM are unrelated symptoms with no shared underlying code path." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is about multimodal assistant masks and the other is a crash on tool-call messages with no content; distinct bugs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal load failure are different training/loading issues." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a NoneType broadcast error in Trainer are different subsystems and failure signatures." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation TypeError is unrelated to the flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version gate for flex_attention imports are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon warmup TypeError and Qwen3.5 flash-attention generation bug are different runtime failures." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma4 text-only mm_token_type_ids handling." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are clearly different problems." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 text-only token-type defaults and PLE device mismatch during forward are different model-behavior bugs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwarg update after sync_gpus and Qwen3.5 hidden-state output bug do not share the same code path." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Dtype mismatches in CI and Wav2Vec2 save_pretrained/tokenization failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and meta-device model loading breakage are both loading-related but stem from different mechanisms and fixes." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and resume_from_checkpoint key mismatch are unrelated issues." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied with model_init is unrelated to the Qwen3.5 output_hidden_states regression." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to OmDet-Turbo producing the wrong image size." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and physical-intelligence/fast load failure are both loading regressions but not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression is not the same as batched video processor shape output." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue and Kimi-K2.5 tokenizer codec regression are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config missing pad_token_idx and meta-device model loading failures are different regressions." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Flash-attention symbol import failure is unrelated to missing Qwen2_5_VLForConditionalGeneration export." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL rope-index scaling are different multimodal modeling bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor.tokenizer regression and quantization offloading failure are unrelated despite both touching model setup." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default resolution failure and RT-DETR memory leak are different issues." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is about inconsistent serialization by device and the other is LoRA merge collapse with extended vocab; not the same concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and ZeRO-3 gradient growth are distinct training/runtime problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 24, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593" + ], + "soft_pairs": [ + "issue:44792|issue:45563", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:42915|issue:43824", + "issue:43388|issue:43526", + "issue:43450|issue:43575", + "issue:42490|issue:43493", + "issue:43278|issue:43856", + "issue:43975|issue:45520", + "issue:43653|issue:44112", + "issue:28218|issue:35141", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:44514|issue:44521", + "issue:38175|issue:45412", + "issue:44206|issue:45584", + "issue:43827|issue:43901", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:45127|issue:45245", + "issue:45290|issue:45381", + "issue:44448|issue:44743", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "f4e31586fa3c91b790c9b3947ed428cbf09715e8cae626e8e96f445c8d76bde6", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs look like false positives: they share broad vocabulary or a subsystem, but not the same concrete bug/change. The set is heterogeneous, so there is no safe canonical issue or PR here.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different failures: a janus model test case vs a paged generate warning about num_return_sequences." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-pad-token_id errors, but for different models/config classes (Qwen3-VL vs Llama4) and likely different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for Qwen2.5-VL class vs a detokenization bug on deepseek-coder; unrelated symptoms and components." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to the Qwen2.5-VL import failure." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is gather_for_metrics truncation and the other is BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batched-shape bug vs Qwen2-57B-A14B-Instruct tensor-parallel OOM; not the same issue." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype regression in eval vs Qwen3 MoE memory usage; different model/runtime problems." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization bug vs flash_attn import KeyError on Python 3.13; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug vs a stale GraniteSpeech CI test; not the same code-path." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to embedding reinitialization during post_init." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but zero probabilities vs HF/JAX discrepancy are not the same concrete bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/loading failures for different model families; no shared root cause shown." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one crashes on batched padding=False input while the other returns all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output issue and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "FeatureExtractor center-arg crash vs Whisper empty-transcription failure; different components and failures." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related pipeline issues, but they concern different APIs and different broken guidance." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs video processor batch-shape bug; unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/STE mismatch vs GraniteSpeech CI test staleness; no common bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output resolution mismatch vs AMP/CUDA loss crash; different defects." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import error and Torch 2.10 incompatibility are separate compatibility problems." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug vs Bamba SDPA torch.compile failure; different subsystems." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch on bark-small is unrelated to qwen3_omni_moe length calculation." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both are detection-related, but one is an AMP/CUDA crash and the other is missing auxiliary losses when denoising is off." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA+extended-vocab collapse with tied embeddings has nothing to do with the 2^24 category limit error." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "apply_chat_template tool-call crash is unrelated to qwen2.5-vl video vision_position_ids." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output regression vs qwen3_5 cache/recurrent-state reset bug; unrelated model paths." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and a pipeline error-message/docs issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 25, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:29942|issue:32090", + "issue:45200|issue:45588", + "issue:37428|issue:44351", + "issue:43611|issue:43931", + "issue:44206|issue:45823", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:44855|issue:45083", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:39692|issue:43526", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:44360|issue:44561", + "issue:43720|issue:44112", + "issue:44292|issue:45520", + "issue:43335|issue:44112", + "issue:43335|issue:45072", + "issue:44448|issue:44779", + "issue:42490|issue:43854", + "issue:44977|issue:45229", + "issue:38175|issue:44493", + "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:44857|issue:45072", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:44561|issue:44779", + "issue:43723|issue:44554", + "issue:44462|issue:44561", + "issue:43550|issue:45083" + ], + "prepared_review_unit_hash": "a9c692ec333d2d7412ec1248c10c6e079ba29b8909970df463db0148cecbf1a3", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38451, + "estimated_input_tokens": 9613, + "estimated_eval_tokens": 19482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is almost entirely a grab-bag of unrelated Transformers bug reports. The only clear duplicate pair is the two identical Qwen3.5 MoE `from_pretrained` regression reports.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier report of the exact Qwen3.5 MoE `from_pretrained` regression and matches the duplicate candidate 45478 nearly verbatim.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative issue in the cluster because it is a clean, specific duplicate target with the clearest title and earliest filing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention 2 test regressions vs a Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and symptoms: Gemma 4 token type IDs vs a flash_attention `s_aux=None` crash." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they name different missing symbols and different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading issues, but one is about `base_model_prefix` handling and the other is a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: an unsupported `center` argument in a feature extractor versus a device mismatch in Gemma4 PLE forward." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated model/config bug vs tokenizer special-token registration/empty decode issue." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different areas: torch.compile/SDPA behavior in Bamba vs a stale CI device override test." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different underlying problems: DAC `from_latents` mismatch vs widespread unexpected key/position-id behavior." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import parsing issue in DebertaV2 vs a qwen3_omni_moe helper behavior regression." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both involve Switch/Beit family issues, but the concrete failures and affected code paths differ." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both mention Qwen3.5/MoE and attention-related code, but one is a sink-less flash_attention crash and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Completely different bugs: LayoutLMv3 error-message clarity vs Trainer broadcast failure." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different components and failure modes: SwitchTransformers config creation vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc-example problems are unrelated to BeitImageProcessorFast `reduce_labels` returning the wrong shape/value." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same issue: identical title, same Qwen3.5 MoE `from_pretrained` error, and clearly the same regression report." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example failures are unrelated to the unexpected position-id key behavior." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Different changes: DSA indexer activation bug vs v5 removal of `is_torch_fx_available` breaking `trust_remote_code` models." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different code paths: BitNet packed-weight loading vs GraniteSpeech CI device override staleness." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different issues: Qwen-3-8B-NVFP4 runtime error vs Python 3.13 `flash_attn` import key error." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated: SwitchTransformers sparse-layer config bug versus a CI test/device override failure." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: sparse-layer creation in SwitchTransformers vs dtype mismatches in inference." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and failure modes: Pegasus output drift vs Deepseek tokenizer correctness regression." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "One is a local-path import warning; the other is a GLM-4.7-Flash loading failure in tests." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different symptoms: flash-attention generation breakage vs Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probability output issue is unrelated to the position-id key regression." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime problems: CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both are loading/model-init issues, but one is a Llama 3.2 Vision breakage and the other is embedding reinitialization after resize." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: AMP/CUDA loss crash vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and root causes: Pegasus v4/v5 output differences vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different areas: multi-image IterableDataset finetuning failure vs BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to the Trainer `_gpu_broadcast_one` error." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to the qwen3_omni_moe helper behavior issue." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different changes: v5 removal of a helper breaking remote-code models vs Deepseek tokenizer output regression." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring `tokenizer.json` is a different bug from the removed-helper regression." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated: Bamba torch.compile/SDPA failure versus qwen3_omni_moe feature-length helper behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet supports one clear duplicate pair (45310/45478) and the rest look like unrelated issues. The soft-edge rejections are conservative and avoid overstating similarity. The canonical issue choice and earliest-filing rationale are well supported by the identical titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 26, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43653", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:44987", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:37428|issue:44987", + "issue:43873|issue:45229", + "issue:43927|issue:45698", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:10000|issue:15354", + "issue:45372|issue:45588", + "issue:42490|issue:43575", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:44857|issue:45588", + "issue:43976|issue:45440", + "issue:45372|issue:45406", + "issue:45459|issue:45712", + "issue:45588|issue:45823", + "issue:43278|issue:43381", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:25251|issue:32090", + "issue:45372|issue:45459", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:44186|issue:45198", + "issue:43065|issue:45412", + "issue:44871|issue:44977", + "issue:44361|issue:45198" + ], + "prepared_review_unit_hash": "351d6d13d3451184654cff5da0b4eb78232dcfcc53bd7cf8b87c7ba300e01efc", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37307, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: the soft pairs share broad keywords or subsystems, but they do not describe the same concrete bug or fix. No PRs are present. I\u2019d treat this as a loose topical cluster rather than duplicate issues.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the broadest, most central report in the set by activity and impact, but the cluster is not truly duplicate-heavy, so it is only a pragmatic representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest discussion/inbound references and a clearly reproducible, user-visible failure, making it the best representative issue among these unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: Trainer broadcast TypeError vs MacOS bus error on a CLIP model; no shared code-path bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures and embedding reinitialization are unrelated issues in different model paths." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both are load/import failures, but one is a missing flash-attention helper import and the other is a model-loading regression; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory/resource problems, but offloading+quantization and multi-GPU OOM are different concrete failures and fixes." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs and the other loads the wrong custom module; distinct root causes." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different model-specific runtime issues: cudaErrorAssert during device mapping vs plain CUDA OOM." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift and an undefined-variable bug in multimodal token counting are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression and a stale warning in paged generate() are not the same code-path problem." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings under sliding-window attention are different bugs." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel error and a torch.jit.script GeneratorExp export problem are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention.py crashing on s_aux=None are separate integration bugs." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A trailing-slash path warning and a Qwen2 tensor-parallel OOM are not the same underlying issue." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guards/erfinv support and sink-less flash-attention AttributeError are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except swallowing errors in Fuyu conversion are different bugs." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP loss crash in LwDetrImageLoss and flash_attention.py s_aux=None are unrelated failures." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepseekV3MoE implementation divergence are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both are Gemma4-related, but one fails on missing mistral_common import and the other crashes in serve due to missing _tokenizer; distinct causes." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking and leftover dummy classes are unrelated maintenance/bug issues." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sink handling and Gemma4 PLE device mismatch are different forward-pass problems." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Training/eval dtype mismatch and gradient checkpointing in eval mode are separate state-management bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Model output regression and serialization inconsistency of lm_head.weight are different concrete issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration and recurrent-state resetting in Qwen3.5 are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime limit and a stale warning in generate() do not share a code-path." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and distributed broadcast TypeError are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import breakage and protobuf-related tokenizer error masking are different failure modes." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center argument in feature extraction and video input regression in Qwen VL models are not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "A dummy Conv2d placeholder and nonsensical SigLIP2 outputs are unrelated issues." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failure are different tokenizer paths." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation failure are separate configuration/runtime issues." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure do not indicate the same underlying defect." + }, + { + "left": "issue:45491", + "right": "issue:45588", + "accept": false, + "reason": "NaN embeddings from mixed-length sliding-window attention and a flash_attention.py AttributeError are different bugs." + }, + { + "left": "issue:45698", + "right": "issue:45823", + "accept": false, + "reason": "Wrong custom module loading after save_pretrained and Gemma4 PLE device mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 27, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44442", + "issue:44451", + "issue:44462", + "issue:44610", + "issue:44625", + "issue:45103", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46121" + ], + "soft_pairs": [ + "issue:44451|issue:45520", + "issue:43611|issue:46121", + "issue:42915|issue:42994", + "issue:43066|issue:44462", + "issue:32090|issue:33290", + "issue:42490|issue:43873", + "issue:29942|issue:30064", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43257|issue:43278", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:43653|issue:44442", + "issue:43381|issue:43701", + "issue:44610|issue:45412", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:29127|issue:33357", + "issue:29942|issue:36010", + "issue:43526|issue:45834", + "issue:43761|issue:45859", + "issue:43526|issue:44186", + "issue:45103|issue:45372", + "issue:44625|issue:45584", + "issue:29127|issue:35141" + ], + "prepared_review_unit_hash": "2c8420a337d059860e2d9d76306631a5e9aca63188e223b8996499cb6964b8c1", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35182, + "estimated_input_tokens": 8796, + "estimated_eval_tokens": 17848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs span unrelated tokenizer, model-loading, training, quantization, and image-processing bugs. No pair looks like the same underlying issue, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43873 is the best anchor only because it has the strongest discussion/inbound activity and is a broad, active bug report; however, it is not a true duplicate hub for the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable representative among otherwise unrelated issues due to breadth and engagement, but it should be treated as its own distinct bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Both are import/load failures, but one is a local-path warning and the other is a Python 3.13 flash_attn KeyError; different code paths and symptoms." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "One is a Transformers v5 base_model_prefix loading regression; the other is a rope-validation TypeError on JSON-loaded lists. Not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization, but one fails with FineGrainedFP8Config during Qwen3Moe loading and the other fails when saving quantized models. Different operations." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer-related, but one is a decoder-type change in v5 and the other is AutoTokenizer ignoring tokenizer.json. Different underlying problems." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error versus Deepspeed Adafactor OOM; unrelated failures." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "A trailing-slash local model import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error for a CLIP model is not the same as documentation example errors for SigLIP2." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token-count updating are separate issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory release are different bugs in different subsystems." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export compatibility with torch_compilable_check is unrelated to wav2vec2 save/tokenization failures." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE weight-conversion problems and BF16-to-FP32 dtype drift are distinct issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different models and different defects: RoPE-layer dropping versus DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token/post-processor updating is unrelated to Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token registration and FastSpeech2Conformer AutoTokenizer loading are both tokenizer issues but not the same failure." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch and RT-DETR memory cleanup are separate bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for a specific Qwen2.5-VL class is not the same as a generic dependency issue." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-validation clarity and CLIP bus error on MacOS do not share a code path." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are different model-path bugs." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer crashes are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Gemma 4 processor import failure have no shared underlying bug." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 config propagation and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and embedding reinitialization on resize are separate defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 28, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:43334|issue:43531", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:44977|issue:45245", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:44464|issue:45491", + "issue:43575|issue:43701", + "issue:43262|issue:44206", + "issue:43575|issue:44387", + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:43441|issue:45588", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:43232|issue:43388", + "issue:44479|issue:45290", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:33290|issue:34689", + "issue:43316|issue:43525", + "issue:42490|issue:44743", + "issue:33290|issue:35141", + "issue:44442|issue:45803", + "issue:43381|issue:43873", + "issue:43761|issue:44188", + "issue:34689|issue:43611" + ], + "prepared_review_unit_hash": "8f5205f3cd04fbd03d9d0d293e9ee3dde2398426ef7e0f07caf72da168f215b5", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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": "The cluster is highly heterogeneous, with most items describing unrelated regressions across loading, generation, audio, vision, quantization, and training utilities. No soft pair looks like the same underlying bug/change under strict triage.", + "confidence": 0.91, + "canonical_issue_reason": "No strong canonical issue: the items are too diverse to share one underlying bug. If a representative issue is required, issue 43611 is the broadest v5 model-loading regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the most broadly phrased and cluster-representative report, centered on a general Transformers 5.0.0 model-loading breakage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and failures: missing pad_token_id for Qwen3-VL vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs bfloat16 dtype mismatch in inference; unrelated code paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different problems: FP8 config failure for Qwen3-MoE vs weight-shape mismatch loading a Qwen3-VL model." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation regression and category-count limit error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Label reduction bug in an image processor vs AMP/CUDA loss crash; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are different issues." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings from sliding-window padding; different root causes." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM during tensor-parallel model load is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default mismatch vs unsupported center argument in a feature extractor." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is TP load OOM and the other is increased reserved memory under int4 quantization; not the same concrete bug." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in Qwen3.5-MoE is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch initialization, but one is a broad custom-model-init regression and the other is a specific optional post_init policy for patchtsmixer." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve FlashAttention, but one is a Ministral-3 regression and the other is an AttributeError on sink-less models; different failures." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword collision and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden-states not returned from CLIPVisionModel forward is not the same as ModelOutput key assignment when a key was previously None." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence from remote implementation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer-loading regression and zero-loss classification behavior are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and metric-gathering label truncation are different subsystems and bugs." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen models and chat-template tokenization crash with tool calls are distinct issues." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and Fuyu tensor conversion swallowing errors are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and quantization offloading behavior are not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Deepspeed Adafactor OOM is unrelated to TrainerState token counting not updating." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor/Deepspeed and Llama 3.2 Vision model loading breakage are different failures." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are similar in theme only, but not the same concrete bug." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path warning and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in optimizer/Deepspeed and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and broad exception handling in FuyuBatchFeature are different code paths." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading issues are distinct." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both concern loading regressions, but one is a specific model failure and the other is a broad base_model_prefix change; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 29, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:41628", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45372", + "issue:45584", + "issue:45698", + "issue:45759" + ], + "soft_pairs": [ + "issue:43720|issue:44442", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43931|issue:45216", + "issue:42907|issue:45698", + "issue:34689|issue:36010", + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:33290|issue:36331", + "issue:43749|issue:43931", + "issue:43873|issue:44871", + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:25251|issue:28282", + "issue:43540|issue:44514", + "issue:43316|issue:44877", + "issue:43295|issue:43825", + "issue:44162|issue:44792", + "issue:43065|issue:44617", + "issue:43316|issue:43716", + "issue:43404|issue:43441", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:16998|issue:22355", + "issue:44077|issue:44534", + "issue:44871|issue:45584" + ], + "prepared_review_unit_hash": "10a81ea272afa4b1754a7251eac80a4ad896afcef214f3febcc25c7ec8dc6712", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35668, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly contains unrelated Transformers issues around loading, configs, processors, and runtime regressions. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43749 is the broadest, highest-engagement report in the set and best matches the cluster\u2019s recurring loading/offloading/runtime-regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the most representative single issue here because it is broad, active, and close to the dominant loading/offloading failures represented across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different failures: BitNet packed-weight loading vs tokenizer class loading." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated models/code paths: patchtsmixer post_init policy vs Qwen video regression." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to pipeline v5 docs/removal references." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen model-loading issues, but one is weight-shape mismatch and the other is save_pretrained checkpoint correctness; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Save/dequantization failure is a different problem from loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 model loading regression is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but Gemma3TextConfig API mismatch and Qwen composite-config unwrapping are distinct issues." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Different import failures for different symbols and packages." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed/Adafactor OOM is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading failure is a different code path from Qwen3-VL shape mismatches." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and Gemma eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code field loss is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset-loading example failure is unrelated to an unrecognized custom model/config error." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 JIT parsing/import error is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output shape change is unrelated to missing PyTorch import." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different multimodal/video processor failures in different models and call sites." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but Gemma3TextConfig API inconsistency and granite_speech strict-config loading are different problems." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to pipeline translation error messaging." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage is unrelated to a janus image-generation test failure." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is different from a dtype mismatch between image preprocessor and model." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug and FlashAttention regression affect related models but not the same concrete failure." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length question is unrelated to a transformers.onnx import error." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init policy is unrelated to non-persistent buffer initialization in v5." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to Whisper empty-transcription 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": 18, + "review_unit_index": 30, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43295", + "issue:43388", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45698", + "issue:46050" + ], + "soft_pairs": [ + "issue:42617|issue:43575", + "issue:43673|issue:44743", + "issue:43575|issue:43742", + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:43295|issue:44871", + "issue:43761|issue:44479", + "issue:43452|issue:44496", + "issue:45127|issue:45200", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:32090|issue:35141", + "issue:44734|issue:45406", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43761|issue:44242", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:43931|issue:44060", + "issue:44479|issue:44734", + "issue:43906|issue:45290", + "issue:44464|issue:45563", + "issue:44190|issue:44964", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:44792|issue:45600", + "issue:44521|issue:45381" + ], + "prepared_review_unit_hash": "7cb26f52c7bab59ca09bdadc1c7672ad76fa8e08e8a622aa2dd750a1e14b531f", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35676, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is thematically loose and mostly contains unrelated issue reports; none of the proposed soft pairs look like true duplicates or the same fix. All soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "There is no single clear canonical duplicate target because the items span many different subsystems and root causes. If one representative issue is needed, issue:45698 is the broadest high-signal loader/save-load regression in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best representative issue because it has broad impact, strong discussion activity, and captures a common save/load custom-module failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both are runtime failures, but one is a 3D parallel script failure and the other is an OOM when loading a large Qwen model with tensor parallelism; different code paths and causes." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache behavior, but one is a GenerationMixin cache regression in chunked prefill while the other is recurrent-state reset logic in modular Qwen3.5; not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM on a large model is unrelated to a KeyError while loading MobileLLM-125M; different failure modes." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both are vision/video-adjacent, but one is a processor-selection bug in a pipeline and the other is a missing attribute on a SAM3 output object; not the same underlying issue." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "One drops label elements during gather_for_metrics; the other is auxiliary-loss normalization in MoE models. Different training bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "A regression in custom model code accessing processor.tokenizer is unrelated to an eos_token_id config inconsistency in Gemma-3." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Both are model forward regressions, but they affect different models and different multimodal/video code paths; not mergeable as one fix." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both concern model loading, but one is gguf_file handling for AutoTokenizer/AutoModel and the other is missing model_type in config.json; different root causes." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4\u2019s mm_token_type_ids defaulting problem." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "An eos_token_id config mismatch is not the same as broken sinq quantization serialization across save_pretrained/from_pretrained." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A broad Transformers 5.0 custom-init breakage is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are loading-related, but one fails on a legacy field in a preset while the other loads the wrong custom module after save/load; distinct bugs." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and post_init reinitializing output embeddings are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "One is KV-cache continuation indexing in serve; the other is Gemma4Processor missing _tokenizer in serve. Same surface area, different defects." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning for num_return_sequences is not the same as a generation crash on empty transcription." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression and missing load-balancing loss are different model behaviors and code paths." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to a sliding_window issue in Qwen3-MoE." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A janus image-generation test failure is not the same as Qwen3.5 flash-attention generation producing bad outputs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Shape-mismatch loading Qwen3-VL weights and incorrect tied-weights warning in Qwen3-Next are different issues." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen2.5-VL/Qwen3-VL is unrelated to serve-side KV-cache continuation indexing." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as a crash in apply_chat_template with tool-call assistant messages." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to loading the Phi-4 multimodal model." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and a model producing nonsensical outputs under AutoModel/pipeline are not the same bug." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers being filled with junk and a config value reverting on reload are both persistence-related but not the same defect." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus test failure and auto_mappings.py referencing removed Sam3LiteText configs are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids for qwen2.5-vl video input are distinct multimodal bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 31, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41720", + "issue:41950", + "issue:42175", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44190", + "issue:44220", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44610", + "issue:44734", + "issue:44737", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:41720|issue:45245", + "issue:44855|issue:45588", + "issue:43065|issue:44610", + "issue:44933|issue:45362", + "issue:35141|issue:42490", + "issue:43335|issue:44855", + "issue:44077|issue:44079", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:44737|issue:45803", + "issue:43644|issue:44913", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:44938|issue:45542", + "issue:43335|issue:44190", + "issue:46082|issue:46121", + "issue:39692|issue:44190", + "issue:44496|issue:45803", + "issue:45276|issue:45584", + "issue:36246|issue:41628", + "issue:43295|issue:45276", + "issue:43479|issue:45375", + "issue:43650|issue:44220", + "issue:45245|issue:45584", + "issue:36246|issue:38617", + "issue:41950|issue:44016", + "issue:42175|issue:44279" + ], + "prepared_review_unit_hash": "85e8fdcc6b186b9c3e01b0fee8ca1585cba8aa85012b4d9b2ff36cf7ec145854", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36544, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformer issues: import/export regressions, model-specific config bugs, docs problems, and runtime failures. None of the soft pairs look like true duplicates; the only close thematic area is token-embedding resizing, but even there the bugs differ in model and failure mode.", + "confidence": 0.94, + "canonical_issue_reason": "If one issue must serve as the representative, issue 35141 is the clearest broadly-scoped bug report: it describes a concrete resize_token_embeddings/post_init regression with a well-defined failure mode. It is the most reusable anchor in the set, even though the overall cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 35141 is the best overall issue to represent the cluster because it is specific, technically actionable, and closest to another embedding-resize report without being over-specific to one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different subsystems and failures: Qwen3 device-mapping CUDA assert vs an unrelated category-cardinality runtime error." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "One is a Python 3.13 import/parsing problem, the other is a flash-attention runtime AttributeError; no shared code path." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3 pixel decoder dummy layer vs OmDet-Turbo input-size mismatch are unrelated model-specific issues." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Import/export cleanup in image_utils is unrelated to a Qwen3.5 chat crash." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding reinitialization bug and trailing-slash local-model import warning are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the DebertaV2 import parse failure." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Optional post_init handling in patchtsmixer and ModelOutput key assignment are different bugs in different areas." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and dataset-loading failure in an example script are not the same underlying issue." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support regression and a JIT parsing indentation error are distinct problems." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and a bare-except error handler are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are different serialization/config issues." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA vocabulary-merging collapse and incorrect visual-encoder keys on save_pretrained are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe and KV-cache tensor-indexing crash in transformers serve are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json loading behavior and list_repo_files revision forwarding are separate API bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale CI test and removed auto_mappings references are different CI breakages." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend wiring are unrelated environment/dependency issues." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON-list handling are different validation bugs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation mistakes and local dataset loading failure are not the same change or bug." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrecognized model/config loading and the Fuyu batch-feature exception handler bug are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize_token_embeddings behavior and Whisper empty-transcription handling do not share a code path." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different missing exports from different modules; both are import errors but not the same underlying breakage." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 embedding-resize behavior are separate API regressions." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but they concern different fields and different model families." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue text and a feature-extraction bug are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limit error and Whisper transcription failure are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Two different ImportErrors from different missing symbols and modules; not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video pipeline processor mismatch and a notebook syntax error are entirely different problems." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and a generic dependency issue are 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": 18, + "review_unit_index": 32, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:38175", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45357", + "issue:45446", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44186|issue:44734", + "issue:44683|issue:45446", + "issue:44246|issue:45003", + "issue:44016|issue:44220", + "issue:43404|issue:45216", + "issue:38175|issue:43065", + "issue:44734|issue:45632", + "issue:43643|issue:44496", + "issue:44561|issue:45632", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:43976|issue:44987", + "issue:42907|issue:43441", + "issue:42490|issue:45632", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:43673|issue:44336", + "issue:44496|issue:45042", + "issue:44016|issue:44062", + "issue:43335|issue:45593", + "issue:43824|issue:44933", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:43299|issue:45357", + "issue:43479|issue:43525" + ], + "prepared_review_unit_hash": "2f9793b2a88d43a07c6557c3b7366fd9a2926a66e37035a9e5b963cb7c9e9633", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37246, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These look like a collection of unrelated Transformers bugs, mostly centered on model-loading, config, tokenizer, and backend regressions; none of the soft pairs appear to be the same concrete issue, so I rejected them all.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43824 is the strongest representative issue here: it is a concrete user-facing API import failure with multiple inbound references and broad impact, while still being narrowly scoped and easy to triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best overall issue candidate because it is specific, reproducible, and already shown to affect downstream users via references; it is a cleaner canonical target than broader or more ambiguous regressions in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different subsystems and failures: tokenizer NER/padding crash vs server KV-cache continuation indexing bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a torch>=2.9 compiled-kernel failure and the other is an import/version-check bug; not the same fix." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Possible loose relation to import behavior, but one is slow imports and the other is unsafe sys.modules access; too indirect to treat as the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction issue are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve saving or weight tying, but they concern different models and different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Completely different models and code paths." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Both use cache terminology, but one is KV-cache continuation indexing and the other is local trust_remote_code cache-path collision." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/loading issues, but one is missing fields with trust_remote_code and the other is an unrecognized model/config.json problem." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Different trust_remote_code regressions affecting different mechanisms." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both are model-loading/CI failures, but they target different models and different broken references." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 model loading." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Separate models and separate loading failures." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Version-support breakage is not the same as a specific model-loading failure." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same broad Ministral family, but saving dequantized weights and FlashAttention loading are different code paths." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Both involve local paths, but one is a trailing-slash import warning and the other is a cache collision between same leaf names." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different issues in different models; no shared concrete bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and embedding resize propagation bug are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image-processor label reduction bug vs pipeline docs mismatch; not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI logging cleanup are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config loading failure vs image-processor torchvision dependency regression." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and tokenizer keyword-argument error are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different models and different training/configuration bugs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and different modules." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen model families and different regressions: loading vs save_pretrained output." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer-arg handling and tie_word_embeddings warning are not the same code-path problem." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for a pipeline is unrelated to an unrecognized-model config error." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug and Whisper empty-transcription generation bug are different." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config loading, but one is missing model_type and the other is composite text_config unwrapping; distinct fixes." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different configs and different attributes; no shared underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 33, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44521|issue:45325", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:43577|issue:45216", + "issue:43976|issue:45405", + "issue:44683|issue:45542", + "issue:38175|issue:44617", + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:43295|issue:44779", + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:44016|issue:44291", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:41950|issue:43650", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:44466|issue:45276", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:43653|issue:45593", + "issue:44623|issue:44749" + ], + "prepared_review_unit_hash": "5728cbb67da3903004e81f4beb3adf42dad7a5c0266fe912eb191419490fda8b", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36066, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues across tokenizers, multimodal processors, model loading, CI, and docs. None of the soft pairs look like true duplicate bugs or the same concrete fix path.", + "confidence": 0.87, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 44521 is the best representative: it is an active, concrete multimodal bug with multiple inbound references. The rest of the set is too heterogeneous to collapse into a single canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the most triage-worthy anchor because it is open, clearly scoped, and has the strongest discussion/reference signal among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but one is assistant-mask generation in apply_chat_template and the other is Qwen2.5-VL rope/position scaling; different code paths and symptoms." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss handling and Gemma 4 mm_token_type_ids defaults are separate bugs in different components." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import/export is not the same as a broad import-regression report across many symbols." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup and remote_code loading regressions are different underlying problems." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but they are model-specific correctness bugs in different tokenizer code paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor selection and Gemma4 device placement mismatch are unrelated failures." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained serialization are separate regressions." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility and an unreleased PEFT version bump are not the same issue." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on new torch versions and missing TensorFlow backend handling are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP zero-probabilities and Sam3Video CUDA OOM are different models and failure modes." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue is not the same as a specific minimum-version pin problem." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both touch docs, but one is a broken SigLIP2 example and the other is stale TextClassificationPipeline parameter docs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures affecting different models and test paths." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer API regression and Deepseek token-ID corruption are different bugs." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "A placeholder issue and an AttentionInterface.register behavior change are not duplicates." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Ignoring tokenizer.json in AutoTokenizer and a Mistral regex patch crash are different tokenizer-loading bugs." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class serialization mismatch and ignoring tokenizer.json share a theme but not the same concrete defect." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video batch shape handling and dependency resolution are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex failure and list_repo_files revision forwarding are different code paths." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "These have no meaningful overlap in behavior or subsystem." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failures for Ministral and OCR index errors in Kosmos2.5 are distinct bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/cleanup-adjacent, but one is stale auto_mappings references and the other is leftover dummy class leakage." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "lm_head serialization inconsistency and Gemma4 resize_token_embeddings behavior are separate model-specific issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized-model saving and dequantized-model offload loading are different stages with different failures." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed OOM with Adafactor and double optimizer-step behavior are not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and a post-upgrade performance regression are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 34, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43065", + "issue:43262", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45290", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:42175|issue:43976", + "issue:44361|issue:45593", + "issue:44016|issue:45823", + "issue:44671|issue:44779", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:43901|issue:43994", + "issue:44987|issue:45542", + "issue:43784|issue:45542", + "issue:43824|issue:43976", + "issue:43450|issue:44617", + "issue:44297|issue:45397", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:45561|issue:45563", + "issue:42491|issue:43299", + "issue:44336|issue:44373", + "issue:44242|issue:45593" + ], + "prepared_review_unit_hash": "ddffb35b9051c3cace4959efad5a074e8fd89707c41b97112e8c96e3e14af771", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35690, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 + }, + "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 bugs/regressions; none of the soft pairs look like true duplicates. The best canonical issue is the open multimodal chat-template regression because it has the strongest activity and user impact signal in the set.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44521 is the most suitable canonical issue: it is open, has strong discussion/inbound activity, and describes a concrete user-facing regression in multimodal `apply_chat_template` behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best overall issue to anchor the cluster because it is active, well-discussed, and narrowly framed around a reproducible bug rather than a doc or packaging complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Completely different bugs: a vague data request vs a crash in `apply_chat_template` with tool-call assistant messages." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different code paths and symptoms: missing files from `processor.save_pretrained(...)` vs Zero3 `from_pretrained` loading." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failures: `Sam3PixelDecoder` dummy conv vs Perceiver non-default resolution/interpolation." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated model bugs: missing `rms_norm_eps` precision issue vs `torch.split()` return-value handling." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both touch attention, but one is Ministral FlashAttention breakage and the other is compiled flex_attention on newer torch; not the same fix." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression vs an ESM2 model breakage; too different to merge." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency issue vs Python 3.9/3.10 compatibility problem." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Different subsystems and symptoms: MLukeTokenizer task AttributeError vs D-FINE auxiliary-loss logic." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device placement at forward time." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different failures: CamemBERT masked-LM predictions vs Deepseek tokenizer output regression." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio sampling-rate defaulting bug is separate from multimodal assistant-mask generation." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache absence during chunked prefill is unrelated to CLIP vision hidden-state regression." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "One is a docs mismatch; the other is a model/pipeline correctness bug." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Different underlying problems: loading a package/model under v5.1.0 vs missing TensorFlow backend from install extras." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time `nn` NameError in sentence-transformers is unrelated to the TensorFlow backend installation issue." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL export/import symbol vs Python version support; not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video shape is not the same as a CUDA out-of-memory issue." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata mismatch on save is unrelated to Gemma4 Zero3 loading." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4 `pad_token_id` attribute error and GLM-4V loading failure are different concrete issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs for `return_all_scores` are unrelated to intermittent slow imports." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence on `torch.compile` is unrelated to ANSI code emission in `loading_report`." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing `pad_token_id` on Llama4Config is not the same as `trust_remote_code=True` dropping config fields." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing `AutoImageProcessor` and Python 3.9/3.10 support are unrelated failures." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Missing Float8 storage support vs Qwen3.5 chat loading crash; different code paths." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to a stale warning in paged `generate()`." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility across hf4.x/hf5.x and the other is v5 dev loading failure for Qwen3VL; not the same concrete bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI-code output in a utility and a wrong docstring are clearly unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss omission in MoE routing is unrelated to D-FINE auxiliary losses when denoising is off." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 35, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:43531|issue:45362", + "issue:42886|issue:46132", + "issue:43526|issue:45003", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:45003|issue:45561", + "issue:44246|issue:44871", + "issue:43352|issue:45250", + "issue:43673|issue:44561", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44779|issue:45292", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:43901|issue:45003", + "issue:45412|issue:46123", + "issue:44496|issue:45003", + "issue:45292|issue:45584", + "issue:45987|issue:46082", + "issue:44877|issue:45375", + "issue:45292|issue:45701", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44987|issue:45459", + "issue:43232|issue:44336", + "issue:44995|issue:45200" + ], + "prepared_review_unit_hash": "876c0456505167bf7b4a9cd6b892faacc39e543c75b2f12e7740e33b5943ef52", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36862, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like a true duplicate; most are distinct model-/pipeline-specific bugs, config regressions, or unrelated import failures. The best issue anchor is the broad, open tokenization regression report with the strongest cross-user signals.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45701 is the most broadly impactful and best-documented open report here: it describes a cross-version tokenization regression, has multiple inbound references, and is likely the most useful anchor for related follow-up reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the strongest single issue to keep as the representative anchor because it is open, broadly scoped, and already referenced by multiple other threads.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Different failures: buffer/position_ids access versus Gemma-4 ZeRO3 loading." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Unrelated symptoms: import slowdown versus unrecognized model/config loading." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Different pipeline/code paths: video classification processor lookup versus audio feature extraction." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both involve Qwen, but one is sliding-window MoE behavior and the other is a chat crash; not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface registration are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Image processor label reduction bug versus unsafe sys.modules access; different code paths." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and packages." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing HybridCache export are distinct issues." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI terminal output bug is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist file races are different bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance regression versus Gemma eos_token_id mismatch; no shared code path." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Generic Flash Attention 2 topic is not the same as a specific Nemotron support gap." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache/chunked_prefill bug and trust_remote_code FX helper removal are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a model class is unrelated to a ZeRO3/BertModel index error." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE router loss behavior and DETR AMP crash are different failures." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer regression and embedding-resize mismatch are separate issues." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaults do not match." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer handling is unrelated to the performance regression report." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch in text classification pipeline versus sys.modules access bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and MaskGenerationPipeline batching are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config recognition error and sys.modules access issue are different code paths." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache length return type bug and LlamaConfig head_dim validation are distinct." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Different config-model problems in different models; not the same underlying bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize/output mismatch is unrelated to tokenization regression." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Different DeepSpeed issues: weight conversion versus deque underflow." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate bug is unrelated to import slowdown." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "One is strict config field handling, the other is composite multimodal config unwrapping." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading failure for a model repo and protobuf error masking are different issues." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update bug is unrelated to ANSI code output." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "MoE stale cache crash and Gemma 4 token-type defaults are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 36, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45137", + "issue:45229", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43475|issue:43540", + "issue:43065|issue:43408", + "issue:42886|issue:45229", + "issue:44466|issue:45335", + "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:44060|issue:44077", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:45137|issue:45600", + "issue:44368|issue:45563", + "issue:43673|issue:44734", + "issue:43931|issue:44368", + "issue:43065|issue:46123", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:43232|issue:43673", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44871|issue:46132", + "issue:43673|issue:45278", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:43475|issue:45381", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:44038|issue:44623", + "issue:46077|issue:46123" + ], + "prepared_review_unit_hash": "00001a2116f63d2c52676439804911b6760733012c3394e271d6d62d02e6317f", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37141, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly thematically similar Transformers issues, but the soft pairs do not describe the same concrete bug or change. I would not merge any of the candidate pairs; the most representative issue is the broad v5 custom-model initialization regression.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43646 is the broadest, most representative regression here: it describes a concrete Transformers v5 initialization break that could plausibly underlie several adjacent loading/config issues, even though the listed soft pairs are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 has the clearest, highest-level problem statement among the set and is the best umbrella representative for the cluster\u2019s v5 initialization/load regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failures: SAM3 vision encoder attribute error vs Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both mention SAM3, but one is a pixel-decoder implementation detail and the other is a model-type/config mismatch warning." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Unrelated bugs: offline tokenizer cache loading vs Gemma4 multi-GPU inference CUDA OOM." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch embeddings/serialization, but one is save-pretrained tied-weight serialization and the other is resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different components and symptoms: BigBirdTokenizer special-token registration vs ESM2 being broadly broken." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both involve training/runtime infrastructure, but one is gemma4 Zero3 from_pretrained and the other is a double optimizer-step bug with deepspeed." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "No shared concrete code path; tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init eligibility." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Both crash in model internals, but the stale indexer cache bug and the flash_attention s_aux=None bug are distinct failures." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Similar model family, but one is a tied-embeddings warning during LoRA fine-tuning and the other is a flash-attention generation failure." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Completely different areas: DeepSpeed ZeRO3 deque underflow vs removed Sam3LiteText configs breaking auto_mappings CI." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "One is a tie_word_embeddings warning; the other is a stale num_return_sequences warning in paged generate." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation cache, but one is missing cache in chunked_prefill and the other is a KV-cache continuation indexing crash." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Model weight-shape mismatch for Qwen3-VL-30B is unrelated to the tied-embeddings warning in a LoRA fine-tuning setup." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder dummy layer issue is unrelated to MaskGenerationPipeline dropping final partial batches." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Both are import-related, but one is a missing import in image_utils and the other is tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer/codec symptoms differ: Whisper word-timestamp decode crash vs Kimi-K2.5 codec regression and warning behavior." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but tokenizer_config mismatch is not the same bug as processor missing files." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both concern generation, but sync_gpus kwarg handling and missing cache in chunked_prefill are different code paths." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "An AttributeError in MLukeTokenizer tasks is unrelated to a performance slowdown after upgrading Transformers." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "The former is a custom-model initialization regression in v5; the latter is a broad ESM2 breakage with a different failure surface." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Different concern entirely: eos_token_id config inconsistency vs AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Both are v5 regressions, but one is GenerationMixin cache missing in chunked_prefill and the other is broad import errors after upgrade." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to deepspeed calling optimizer.step twice." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrade is not the same bug as duplicate optimizer stepping under deepspeed." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "One is a general slowdown report; the other is a Qwen3.5 Moe from_pretrained error on newer Transformers versions." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Different model/save issues: quantized model saving failure vs Qwen2.5-GGUF loading failure in v5." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related, but the SAM3 vision encoder attribute error and qwen2.5-vl vision_position_ids bug are distinct." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "ImportError for missing PyTorch is not the same as a sentence-transformers loading hang." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report / vague report vs a specific gemma-4 Zero3 from_pretrained failure; no shared concrete bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 video encoder attribute error is unrelated to trust_remote_code AutoConfig missing fields." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are different failures." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 causal-mask construction and MaskGenerationPipeline final-batch handling are different bugs, even though both affect generation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 37, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753" + ], + "soft_pairs": [ + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:43232|issue:44188", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:44964|issue:45137", + "issue:42175|issue:45712", + "issue:43673|issue:44188", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:43377|issue:44242", + "issue:42222|issue:45200", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43479|issue:44869", + "issue:43278|issue:45137" + ], + "prepared_review_unit_hash": "171ecf90b2aac0cd1be9bb28cd674db97cd1457fe226c559c6a90c935ff74b08", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37231, + "estimated_input_tokens": 9308, + "estimated_eval_tokens": 18872 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated closed bug reports around Transformers models/imports. The only strong duplicate is the Qwen3.5 MoE from_pretrained regression (issues 45310 and 45478). No PRs are present.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45310 is the cleanest anchor: it is the earlier report for the same Qwen3.5 MoE from_pretrained error, with more discussion/inbound context than its duplicate 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 best represents the only clear duplicate subcluster and is the most complete, discussion-rich report for that exact regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different fixes: AutoImageProcessor vs a missing image_utils export." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated topics: TF32 settings guidance versus a legacy remote-code/meta-init incompatibility for InternVL2." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs in different code paths: missing Sam3 vision output attribute vs add-new-model-like failing around TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is not the same issue as Llama4Config missing pad_token_id." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "These mention the same model family, but the concrete bugs differ: missing config field vs from_pretrained error." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different subsystems and failures: Mistral tokenizer regex patching vs auto_docstring/annotations crash." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same family, but not the same underlying bug; one is a from_pretrained failure, the other is a missing config field silently dropped." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "VRAM leak with multi-threaded Qwen3ForCausalLM is unrelated to incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but they concern different missing exports and different code paths." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs sync issue is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "These have the same title, but without evidence they are distinct reports of the same VRAM leak; still, this looks like a duplicated issue pair only if the body confirms identical repro. The available metadata alone is not enough, so reject." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both involve FP8, but one is an accuracy issue while the other is saving/pretrained serialization for MoE models." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption is unrelated to a Qwen3.5 image-specific infinite loop." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different import targets and failure modes: GenerationMixin vs AutoImageProcessor." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 MoE save_pretrained and Qwen3.5 MoE from_pretrained are separate bugs despite both involving Qwen/MoE." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure is unrelated to an import error for Qwen2.5-VLForConditionalGeneration." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model-loading incompatibility for Phi-4 multimodal is unrelated to a DeepSpeed ZeRO3 deque crash." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backends dependency issue is unrelated to dummy PT objects leaking into dir(transformers)." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache missing during chunked prefill is a different failure than compile-time attention-kernel branching divergence." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "A generation kwargs update bug is unrelated to a failed janus image-generation test." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility and Qwen3.5 MoE from_pretrained are different model families and different regressions." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading error is unrelated to an xdist race in captured_info.txt." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the xdist captured_info.txt race." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy Beit pretrained preset loading issue is unrelated to the xdist testing-utils race." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask discrepancy is unrelated to router-logits/load-balancing-loss behavior in MoE." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage is unrelated to Gemma 4 token-type ID defaults." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Package/backend dependency behavior is unrelated to the missing image_utils import." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenization-space cleanup behavior change is unrelated to mdeberta-v3 BOS/EOS special-token handling." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue is unrelated to the image_utils import failure." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hangs and embedding resize/reinit are completely different bugs." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4 multimodal config initialization and Whisper timestamp decode crash are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to the DeepSpeed ZeRO3 deque underflow." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 38, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:42898|issue:45812", + "issue:44188|issue:44373", + "issue:30333|issue:33290", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44448|issue:46132", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:43116|issue:44190", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44190|issue:46082", + "issue:42831|issue:44623", + "issue:30333|issue:36331", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:30333|issue:34689", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:44206|issue:45103", + "issue:45071|issue:46082", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44222|issue:44484" + ], + "prepared_review_unit_hash": "34e5e61a2e3c4898e24e38ae6b21a977118f2027b5188edc673197841e50b195", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38521, + "estimated_input_tokens": 9631, + "estimated_eval_tokens": 19518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated; several cluster around v5/tokenizer regressions or import failures, but none are the same underlying bug. The closest representative for the cluster is the v5 tokenizer regression issue, not a true duplicate merge target.", + "confidence": 0.59, + "canonical_issue_reason": "issue:42898 is the broadest and most representative of the v5 tokenizer-regression subset; it has the clearest thematic overlap with other tokenizer behavior reports in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 best fits as the cluster anchor because it captures a general v5 tokenization behavior regression, even though the rest of the items are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: multimodal config defaults vs ModelOutput key assignment." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different code paths: processor save_pretrained output files vs Qwen3.5 MoE loading failure." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenization regressions, but different models and failure modes; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel branching bug vs docstring typo; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training vs DeepSpeed Adafactor OOM; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures for different symbols/packages." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash vs auto-docstring annotations crash; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but one is loading in v5 and the other is add_special_tokens behavior for a specific model." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenization regressions, but they affect different models and distinct logic." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer regression in v5, but Kimi-K2.5 codec handling is a separate bug." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Image processor API missing method vs remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Wrong tied-weights warning vs missing tensor-parallel plan; different issues." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump issue vs leftover dummy class cleanup; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup regression vs model output difference on Pegasus; different failures." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error vs DeepSpeed double optimizer step; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output regression vs AttentionInterface.register behavior change; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import path issue from image_utils vs dummy_pt_objects cleanup; not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained issue vs tokenizer metadata mismatch; unrelated save_pretrained problems." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and different failure modes." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata vs optimizer stepping bug; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different config/buffer initialization bugs; not the same underlying change." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading in an example script vs LlamaConfig validation; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue vs processor save_pretrained missing files; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job reporting vs CustomTrainer loss signature change; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but different components and failure modes." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category limit runtime error vs register behavior change; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-failure MLflow reporting vs Llama 3.2 vision loading regression; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing-import regressions from different packages." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch support." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument bug vs auto-docstring annotations crash; unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig typing regression vs LlamaConfig head_dim validation; different issues." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Import-time dependency failure vs MLflow reporting bug; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-training tracking bug vs embedding resize/post_init reinit bug; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config metadata bug vs Qwen3.5 MoE loading error; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attention generation bug; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained vs shard-size question; not a duplicate bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 39, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:44038", + "issue:44060", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082" + ], + "soft_pairs": [ + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:43761|issue:46082", + "issue:44483|issue:45406", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:43723|issue:44871", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:42907|issue:46050", + "issue:43723|issue:44991", + "issue:44829|issue:46002", + "issue:43723|issue:44442", + "issue:44261|issue:45092", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:42831|issue:45753", + "issue:43756|issue:44060", + "issue:42886|issue:43066", + "issue:22355|issue:28218" + ], + "prepared_review_unit_hash": "6697ae0b1dbf9784c8b78b8df4f1319ea58b05d6f37dab41457a259e16930108", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35478, + "estimated_input_tokens": 8870, + "estimated_eval_tokens": 17996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Hugging Face/Transformers issues that only look superficially similar by shared keywords (tokenizer, import, save/load, config). I found no soft pairs that clearly describe the same underlying bug or change, so all candidate edges should be rejected. The most representative issue is the broad tokenizer-loading regression report.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43723 is the broadest and most central description of the recurring tokenizer-loading regression theme, so it is the best canonical issue for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best overall representative because it captures the widest recurring user-facing failure mode (tokenizer loading in v5) without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: generation kwargs handling vs Kosmos2.5 OCR length/index error." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated models/code paths: GlmMoeDsaIndexer split behavior vs InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Different components: CLIP vision forward hidden states vs LlamaConfig head_dim validation." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different runtime surfaces: chat-completions API rejection vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring issue is not the same bug as a GLM-5 RoPE implementation problem." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer/position_ids access error and processor.save_pretrained file omission are distinct issues." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA/GLM components, but one is a split-return issue and the other is a missing ReLU; not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VL batched chat_template crash is unrelated to auto_docstring failures with future annotations." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Both are tokenizer-related, but one is a generic v5 loading regression and the other is a Gemma eos_token_id mismatch." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stall and SigLIP2 zero probabilities are different failures." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is not the same as incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized models, but one is dequantized model saving and the other is sinq save/load breakage; too different to merge." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading in v5, but the titles suggest a broad framework regression vs a specific model checkpoint failure; not enough to treat as the same bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to NaNs after checkout/init." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "AutoTokenizer failing for FastSpeech2ConformerTokenizer is a specific model import/load problem, not clearly the same as the generic v5 tokenizer-loading issue." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision mismatch is unrelated to InternVL2 meta initialization." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different missing-export causes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 Moe from_pretrained errors are different problems." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4MultimodalConfig None-handling and GPTNeoXConfig rotary_pct reload behavior do not match." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split return-value handling and a wrong docstring are not the same underlying change." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model families and failure modes: FP8 accuracy vs Qwen3-VL-Moe bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but one is offset_mapping and the other is add_special_tokens/BOS-EOS behavior; not the same defect." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific huggingface_hub import error is not the same as a broad upgrade-related import breakage report." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failures are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg updates after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3_5 image infinite-loop behavior are different code paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer drop and Qwen3-Next tied-weights warning are distinct model/config issues." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache-tokenizer loading and tokenizer decoder-type mismatch are different tokenizer regressions." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No module named transformers.onnx is unrelated to added-token spacing 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": 18, + "review_unit_index": 40, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:28218", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44671", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45600", + "issue:46002", + "issue:46132" + ], + "soft_pairs": [ + "issue:44671|issue:46132", + "issue:43576|issue:43784", + "issue:43122|issue:44521", + "issue:43646|issue:46002", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:43232|issue:44743", + "issue:41628|issue:45278", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:43784|issue:45600", + "issue:39401|issue:44488", + "issue:44261|issue:44373", + "issue:43976|issue:44945", + "issue:43408|issue:43475", + "issue:42907|issue:43937", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:28218|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:36296|issue:43116", + "issue:44038|issue:44222" + ], + "prepared_review_unit_hash": "d9f79878ca7487ab5e8fcdcffdb91f83ac9140f030411006eba359d4309fb846", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36790, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly semantically related only at a very broad subsystem level; none look like the same concrete underlying bug or change, so this cluster is not a true duplicate set.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated tokenizer, import, model-loading, training, and generation bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative for this cluster because the soft pairs are not duplicates and do not share one concrete code-path problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "Different areas: masked LM predictions vs AttentionInterface.register behavior." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command issue vs import-time NameError in sentence-transformers." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer output drift across versions vs multimodal assistant_mask bug." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model init breakage vs NaNs in classification heads; not the same failure." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor kwargs propagation." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang vs Mac bus error; unrelated symptoms and code paths." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings API vs torch.split behavior in a GLM indexer." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "position_ids buffer/read issue vs tokenizer_class mismatch on save." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs sync issue vs recurrent-state reset bug in a different model file." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific AutoImageProcessor import failure vs a broader set of import errors after upgrade." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwargs forwarding vs apply_chat_template crash on tool-call messages." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized save_pretrained bug vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "General tokenization change vs batched apply_chat_template padding crash." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in downstream package vs removed config references in auto_mappings." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs model loading failure for a different checkpoint." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "RMS norm epsilon precision bug vs incorrect docstring; not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility problem vs pipeline-parallel output corruption." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "sam3_video vs sam3_tracker warning mismatch and missing attribute error are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation question vs GLM-5 RoPE implementation bug." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping vs multimodal assistant masks; different tokenization failures." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation vs flash_attention_3 training degeneration." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script classification bug vs Gemma 4 token-type id defaulting." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models vs loading a specific multimodal model." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe model bug vs tokenizer_class metadata mismatch." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer added-space bug vs sentence-transformers loading hang." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe issue vs position_ids buffer access error." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and outputs." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save issue vs gguf_file loading breakage." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-import names and likely different export gaps." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs classification example returning empty results." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs FP8 save_pretrained 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": 1, + "component_count": 18, + "review_unit_index": 41, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43784", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44351", + "issue:44380", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753", + "issue:46002", + "issue:46077" + ], + "soft_pairs": [ + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43784|issue:45446", + "issue:22355|issue:29159", + "issue:43122|issue:44977", + "issue:43493|issue:45753", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43066|issue:44779", + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43064|issue:43673", + "issue:44038|issue:45478", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:43827|issue:45446", + "issue:33453|issue:39401" + ], + "prepared_review_unit_hash": "2f5c3590549a29bf0f2bc24263a1bb2e7363b8cda9a77307c3f427bad7392990", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35097, + "estimated_input_tokens": 8775, + "estimated_eval_tokens": 17806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs are superficially similar version-regression or import/tokenizer issues, but they affect different code paths and should not be deduped. No soft pair looks like the same concrete bug/change.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45278 is the broadest umbrella candidate, covering a general Transformers v5 upgrade/import-regression pattern that subsumes several import-related reports more naturally than the model-specific or feature-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative issue because it is the most general, cross-cutting regression report in the set; the rest are mostly narrow, unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and recent v5 regressions, but one is about save_pretrained checkpoint contents and the other about from_pretrained loading; different failure modes and code paths." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different packages; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "A missing nn import in sentence-transformers is unrelated to a PyTorch version gate in flex_attention." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "One is a missing module import, the other is tokenizer behavior inconsistency." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Different tokenization output vs generation failure; no shared concrete code-path bug." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Both are vision/model correctness issues, but they involve different models and symptoms; too broad to merge." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing symbol import versus a broad upgrade-wide import breakage report; not the same underlying defect." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is decoder type selection and the other is Deepseek tokenization correctness; different bugs." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Completely different problems: missing module import vs unclear error messaging in layoutlmv3." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "A missing embed_tokens weight during UMT5Encoder load is unrelated to AutoProcessor not forwarding kwargs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and RoPE implementation discussion are distinct issues." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base_model_prefix loading regression is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "These are different version-compatibility problems in different subsystems; not a duplicate." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose import/model breakage and Ministral-3 FlashAttention failure are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script multi-label output issue is unrelated to SigLIP2 HF/JAX discrepancy." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance and a missing image-patch method are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling and trainer.evaluate() after train() are separate training bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3-family v5 regressions, but one is a Qwen3-VL-Moe bug and the other is a Qwen3.5 from_pretrained error; different model/code paths." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 save/load regressions, but one is incorrect visual encoder key saving and the other is a from_pretrained failure; not the same fix." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script classification output and pipeline error messaging are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A feature-extraction length helper issue is unrelated to a version-check import problem." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalidation and stale num_return_sequences warning are different generate()-path issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both touch attention behavior, but they affect different models and different configuration semantics; not mergeable as one bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention import/version check are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 wrong offset_mapping are different tokenizer bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 42, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45561", + "issue:45588", + "issue:46002" + ], + "soft_pairs": [ + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:42673|issue:43906", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:45341|issue:45561", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:42617|issue:45341", + "issue:42673|issue:43582", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:42490|issue:42673", + "issue:44933|issue:45278", + "issue:43408|issue:43742", + "issue:38617|issue:44220", + "issue:42222|issue:45542", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:42175|issue:42222", + "issue:43066|issue:43122", + "issue:42371|issue:42831", + "issue:43012|issue:43577" + ], + "prepared_review_unit_hash": "932e99d461fd7296c7594289b261eb7e6dbd8434bc091858d56dba8474eb0abb", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36288, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous, with a loose concentration of tokenizer/v5 regression reports, but none of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43122 is the clearest representative of the recurring tokenizer-regression theme: it is version-bounded, user-visible, and broad enough to anchor the cluster better than the narrower import/backend/model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43122 is the strongest standalone issue here because it describes a concrete cross-version tokenization regression with broad impact and a clear reproduction surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to a video-model crash in flash_attention.py." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different models and behaviors: offset mapping vs changed tokenization output." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A Qwen3 VRAM leak is not the same as an isolated reproduction of a different prior issue." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure is a different failure mode from flash-attention generation issues." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization inconsistency and NaNs on checkout/init are different model-state bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected init argument handling is distinct from PreTrainedConfig type-checking regressions." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-processor shape errors are different from torchvision-missing import crashes." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump issue is unrelated to a PyTorch version guard bug." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing-utils bug is not the same as a pytest-xdist file-race condition." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different code paths." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping fallback logic is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections and Qwen3.5 from_pretrained errors are different model-loading problems." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration is not the same as incorrect save_pretrained checkpoint serialization." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping bugs and runtime special-token post-processor updates are different tokenizer subsystems." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A script execution failure is unrelated to a testing-utils bug." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leakage in dataloader threads is unrelated to Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Chat/completions API request rejection and Qwen3.5 MoE from_pretrained failure are different surfaces." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA RMS norm precision are unrelated issues." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path import warnings are not the same as a model VRAM leak." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and broad version-upgrade import failures overlap only superficially." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A wrong model-type warning is not the same as a key error when loading a specific model." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "A missing import in configuration_utils is unrelated to _torch_extract_fbank_features behavior." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Broken vitpose models and a TensorBoard/TensorFlow backend packaging issue are different areas." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model/config.json errors are separate load-time failures." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Chat/completions API compatibility and streaming inference failures on Qwen3.5 are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Missing TensorFlow in torch-only install is a packaging issue, not a model breakage in vitpose." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong decoder type and changed tokenization are related only broadly; they are different concrete regressions." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 control API messaging is unrelated to FineGrainedFP8 accuracy regressions." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compile-time float32 warning for bfloat16 is distinct from BLIP2 dtype persistence during loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 43, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:46050", + "issue:46123" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:42222|issue:45459", + "issue:43012|issue:43408", + "issue:43441|issue:44829", + "issue:43931|issue:44410", + "issue:43673|issue:46123", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43531|issue:45341", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:44062|issue:44117", + "issue:38617|issue:44351", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117" + ], + "prepared_review_unit_hash": "c8c735888c572405826505466e2a2cc00ffba410891547895bf64240e34557f7", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 39072, + "estimated_input_tokens": 9768, + "estimated_eval_tokens": 19792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a grab bag of unrelated Transformers issues; none of the soft pairs look like the same underlying bug or change, so all proposed duplicate links should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items span unrelated import errors, model-specific regressions, training bugs, and config warnings.", + "canonical_pr_reason": "No PRs are present.", + "best_issue_reason": "issue:43097 is the best standalone anchor because it is a clear, user-facing regression report with some cross-references and a broad compatibility impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizers, but one is about unused SGD args and the other about double stepping under DeepSpeed; different code paths and fixes." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked prefill cache behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen-family reports, but they concern different model variants and different failures (missing projections vs from_pretrained error)." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save sharding defaults and a Qwen3.5 MoE load failure are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is about a removed config option warning; the other is an unexpected position-id key issue. Not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Different API breakages with different root causes: missing AutoImageProcessor export vs PretrainedConfig type checking." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Both affect multimodal/GLM-related models, but the failures are different: missing image-patch method vs RMS norm epsilon precision mismatch." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Same broad GLM area, but torch.split return handling and RoPE implementation are distinct code-path bugs." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking regression and tensorboard/TensorFlow backend initialization are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose breakage and tokenizer protobuf error masking are different subsystems and symptoms." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Bfloat16 compile warnings and sam3_video/sam3_tracker model-type mismatch are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but they concern different models and different outcomes; too broad to merge." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen model loading issues, but one is a weight-shape mismatch and the other is missing layer projections; not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Cache missing in generation and final-batch dropping in a mask pipeline are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL variants and different load-time failures; not enough evidence of a single underlying bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Config deprecation/warning vs GGUF loading failures are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/video-model loading without torchvision and a testing_utils bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading-related, but one is tokenizer mapping None handling and the other is a model-specific load failure; not the same issue." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video processor dependency crash and max_shard_size default question are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings with different causes: model-type mismatch vs tie_word_embeddings config warning." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM subsystems and failures; no concrete duplicate signal." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing utility bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different missing-dependency import errors in different loading paths; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages/modules." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-family models, but the actual defects differ materially." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Training-state corruption under FSDP2/PEFT and Liger Kernel not applied with model_init are different issues." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed config warning and quantized save/load breakage are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config removal warning and flash_attention crash on sink-less models are different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument collision and tokenizer mapping None handling are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-symbol import errors, but they involve different symbols and different import surfaces." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Qwen-related config/model issues, but one is missing projections and the other is a silently dropped config field; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model families and different failure modes." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage and missing embed_tokens.weight during UMT5 loading are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Config deprecation warning and quantization offloading behavior are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video AutoProcessor dependency crash and tokenizer mapping None are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 44, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43901", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:45479", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43352|issue:44380", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43792|issue:46123", + "issue:43352|issue:43976", + "issue:44380|issue:45479", + "issue:44380|issue:46132", + "issue:43064|issue:44380", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43618|issue:43761", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:44483|issue:45381", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:43299|issue:45753", + "issue:43901|issue:44655", + "issue:45276|issue:46077" + ], + "prepared_review_unit_hash": "6a0801adadcd579850de8d28982e17b51538d58a275cd2fc363691793742d630", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37718, + "estimated_input_tokens": 9430, + "estimated_eval_tokens": 19116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bugs; the soft-similarity links are mostly superficial wording overlaps (imports, loading, compile, MoE, chat/template), not true duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44222 is the broadest representative of the only closely related theme here (Qwen3.5/MoE/FP8 model I/O regressions), even though the surrounding cluster is still largely heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the most concrete, actionable regression report in the nearest theme, with a specific version boundary and a clear from_pretrained failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Both are load/import failures, but one is a missing model-class export and the other is a torchvision-dependent AutoProcessor crash; different root causes." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder-type regression vs an isolated reproduction of another issue; no shared concrete bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers vs Bamba torch.compile/SDPA failure; different models and failure modes." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-warning behavior vs save_pretrained persistence bug; unrelated functionality." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weight on from_pretrained vs a question about default shard size in save_pretrained; not the same issue." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch precision warning on bfloat16 compile vs a compile/SDPA failure in another model; different code paths." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "bfloat16 compile warning vs a tie_word_embeddings config warning; similar wording, different behavior." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention 2 unsupported model vs GPT2 attention scaling ignored under backends; distinct attention bugs." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Model save failure for dequantized Ministrals/Devstrals vs Qwen3_5 infinite-loop generation; unrelated symptoms." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized-model save failure vs pipeline save_pretrained; same broad area but different objects and failure modes." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper runtime/load failure vs partial-batch dropping in MaskGenerationPipeline; unrelated bugs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support error vs Python version compatibility problem; different causes." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention-scaling ignored in SDPA/FlashAttention vs degenerate zero-loss classification; not the same code path." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend scaling bug vs AttentionInterface.register behavior change; distinct API surfaces." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption vs GPT2 attention scaling; training-state bug vs inference attention bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "OpenAI-compatible chat request rejection vs batched apply_chat_template crash; different layers of the stack." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5/MoE model I/O, but one is FP8 save_pretrained serialization and the other is a from_pretrained loading regression; too different to merge as duplicates." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Apple Silicon allocator TypeError; no overlap in subsystem or symptom." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction bug; unrelated models and code paths." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "bfloat16 compile warning vs compiled flex_attention failure on torch 2.9; different compile issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "ImportError from huggingface_hub offline-mode helper vs missing Qwen2_5_VL export from transformers; different modules and failures." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model path warning vs bfloat16 compile warning; unrelated behavior." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "CLIP attentions missing vs CLIPVisionModel hidden_states regression; both CLIP, but different outputs and bugs." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output-field regression vs GPT2 attention scaling bug; unrelated code paths." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug vs FP8 inference support request; not the same concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for layer_type_validation vs local_files_only still making requests; unrelated import vs networking behavior." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API request validation failure vs assistant-message/tool-call chat_template crash; different API surfaces." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "OpenAI chat completion rejection vs Qwen2.5-VL video position-id bug; unrelated issues." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer discrepancy vs GLM-5 RoPE implementation discussion; same broad topic only, not one bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3-VL-Moe loading breakage vs load failure when state_dict is sorted; different loading mechanics." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Sam3VisionEncoderOutput missing fpn_position_embeddings; different model families and missing fields." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3-VL-Moe loading failure vs Qwen3_5 image infinite loop; same family but different failure type and code path." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs around return_all_scores vs pipeline save_pretrained bug; documentation mismatch vs persistence bug." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize propagation bug vs bidirectional attention mask still causal; different model components and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 45, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43352", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45561", + "issue:45593", + "issue:45850", + "issue:46002", + "issue:46077", + "issue:46082" + ], + "soft_pairs": [ + "issue:42994|issue:44655", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:44077|issue:44380", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:43976|issue:44938", + "issue:46077|issue:46082", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44263|issue:45440", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:43867|issue:45375", + "issue:44355|issue:44855", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:36683|issue:43064", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:44938|issue:45381", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:46002", + "issue:42490|issue:44075", + "issue:36296|issue:43575" + ], + "prepared_review_unit_hash": "ce92a2a9228fbba8417e8788b8fff1ba7e29b1a017132795268f4c4d9793fc92", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "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": "This cluster is heterogeneous: most items are distinct model-specific regressions, import breakages, or test/perf issues that only share broad Transformers-v5-era symptoms. I do not see any soft pair that is the same underlying bug, so all soft edges should be rejected. The best representative issue is the broad umbrella report about v5 breaking many models.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report and best summarizes the shared v5 breakage theme across multiple models; it is the most representative issue in an otherwise mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most useful cluster representative because it captures the general regression class rather than a single model- or config-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized model save failure and the other is Pipeline.save_pretrained; different objects and failure modes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and different dependency breakages." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Both touch v5 tokenization behavior, but one is cleanup-space semantics and the other is tokenizer decoder type; not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Unrelated issues: one is about patchtsmixer post_init policy, the other about GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different code paths: Flash Attention support gating for Nemotron vs GenerationConfig validation for GLM-5." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve loading/saving checkpoints, but one is state_dict ordering and the other is Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different models and different issues; only a superficial config-related similarity." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix vs saving Pipeline objects are separate behaviors." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different models and different semantics: num_labels propagation vs Gemma4 attention mask construction." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility complaints, but for different versions and different breakages." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 bidirectional attention masking and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Different models and different training/inference behaviors; no shared underlying bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but for different models and different fields." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions assignment issue is unrelated to Qwen3.5 checkpoint saving." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE implementations and different tensor computation problems; not the same defect." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config vocab_size absence and load balancing loss omission are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Nemotron Flash Attention support and Qwen3-VL weight-shape mismatch are separate model issues." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Trainer/FSDP optimizer-state bug vs a cache-strategy typo; no common underlying change." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "No shared bug: one is about no_grad decoration for cache updates, the other is broad import failures after upgrade." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen3.5 loading-related, but one is missing embed_tokens weights in UMT5Encoder and the other is a Moe from_pretrained error." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different checkpoint/model-config problems: state_dict sorting vs missing deepstack_visual_indexes field." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file execution errors and a torch.jit.script parsing/IndentationError are different root causes." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import performance, but one is a specific import-star refactor issue and the other is intermittent slow import; not the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness from missing set_seed and xdist capture-file races are different test infrastructure problems." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different subsystems entirely: model config attribute error vs distributed training optimizer-state bug." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import/load failure and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both mention loading/saving checkpoints, but one is state_dict sorting and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific cache update no_grad request; the other is a broad complaint that v5 breaks many models." + }, + { + "left": "issue:43976", + "right": "issue:45381", + "accept": false, + "reason": "Different version-specific regressions and different models; no shared code-path." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No common underlying bug: cache update decoration vs Python-version compatibility." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:46002", + "accept": false, + "reason": "Missing encoder weights at load time vs NaNs in classification heads are separate issues." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Import warning for local paths with trailing slash and SGD args not used are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is an OOM during loading a specific model; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 46, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43827", + "issue:43867", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132" + ], + "soft_pairs": [ + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43576|issue:46132", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:42548|issue:44351", + "issue:42890|issue:45341", + "issue:43010|issue:43065", + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:43010|issue:43232", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:42831|issue:43874", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44222|issue:44230", + "issue:33453|issue:36296" + ], + "prepared_review_unit_hash": "8eb273c8243325067b03138d5715887936274e6c5eac771b0e844deafa4e9f38", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38152, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issues around transformers v5 regressions, loading/import failures, FP8/tensor-parallel features, and unrelated test/docs bugs. I found no strong duplicate pairs; the closest ones are still too broad or differ in concrete code path.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44556 is the best representative because it is a clear, high-impact v4-to-v5 loading regression with a concrete failure mode and broad user relevance.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the strongest standalone issue in the set: it describes a reproducible checkpoint reload breakage across versions, which is more general and actionable than the narrower model- or test-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Both are loading-related failures, but one is a missing PyTorch dependency import error and the other is a tokenizer loading regression; different bug classes and code paths." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "State-dict sorting/load error versus save_pretrained shard-size question; unrelated behavior and no shared failure mode." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP output attentions assignment and LwDetrImageLoss AMP/CUDA crash are unrelated model issues." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP attentions bug and Qwen3.5 flash-attention generation bug are distinct model/runtime problems." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seed flakiness in SAM HQ is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both involve flaky tests, but they are different tests with different root causes; not the same underlying bug." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SAM HQ test seeding issue and auto_mappings CI breakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leak versus AddedToken argument duplication are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command and changed AttentionInterface.register behavior are unrelated API issues." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload failures after v4.57\u2192v5.2/5.3 are both loading regressions, but not the same concrete code path." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 CUDA reserved-memory/OOM regression is unrelated to checkpoint reload compatibility." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Import errors for PreTrainedModel and HybridCache are separate symbols with no evidence of a shared root cause." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "SAM HQ test seed flakiness and a small testing_utils bug are not duplicates." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No-grad decoration for cache/layer updates is unrelated to Sam3PixelDecoder's dummy Conv2d." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing _tp_plan for tensor parallelism are both Qwen/MoE-adjacent, but they affect different features and code paths." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "API requests despite local_files_only and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors versus a performance regression after upgrade are not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 MoE loading, but one is specifically tensor-parallel plan support and the other is a broader from_pretrained error; not enough evidence they are the same defect." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on training failure and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both are generation-related, but one is about no_grad decoration on cache/layer updates and the other about _update_model_kwargs_for_generation after sync_gpus." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel _tp_plan and a missing config field dropped by @strict are different issues." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and documentation confusion about model.forward args are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage and FP8 save_pretrained moe are separate problems." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage in v5.0.0.dev0 and checkpoint reload failures after v4.57\u2192v5.2/5.3 are different regressions." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and GLM46V image-processor token counting are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init and DSA indexer/ReLU discussion have no shared bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network behavior and an unrelated 'racoon' issue are clearly different." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and 'racoon' are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on training failure and tensor-parallel training bug are distinct training concerns." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and PretrainedConfig type-checking regression are different failure modes." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and pipeline save_pretrained failures are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model-loading breakage are separate loading bugs." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub and broken transformers env command are different issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type checking regression are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are related thematically but not the same concrete bug." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor parallel training bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 47, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:31795", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44230", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:43576|issue:43824", + "issue:41628|issue:42548", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:44908|issue:44961", + "issue:43673|issue:44492", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44261|issue:44360", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:44230|issue:46095", + "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:42371|issue:44492", + "issue:45278|issue:45850", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:44704|issue:44908", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44908|issue:45071" + ], + "prepared_review_unit_hash": "978d8df38abff134ddb7910781a66acd3993774ae13a72ae0e9ef6ecbc74f92b", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38439, + "estimated_input_tokens": 9610, + "estimated_eval_tokens": 19476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: most items are unrelated issue reports that only share broad Transformers-v5 regression or import-failure themes. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and best matches the overall repeated theme of widespread v5 breakage, even though it is still too general to be a precise duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative issue for the cluster\u2019s main recurring theme and can serve as the least-bad umbrella among otherwise heterogeneous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Both are v5-related import/runtime problems, but one is a broken CLI command and the other is a missing model export. Different code paths and fixes." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "These are separate missing-import errors for different symbols (`AutoImageProcessor` vs `PreTrainedModel`)." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in `forward` is unrelated to an ImportError for `layer_type_validation`." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No common underlying bug; one is a placeholder/generic issue and the other is a Gemma audio positional encoding defect." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "A missing import from `configuration_utils` is not the same as the `transformers env` command breaking in v5." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated placeholder issue are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "A missing cache object during chunked prefill is unrelated to a typo in cache strategy docs/code." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and pipeline docs mismatch are different subsystems and failures." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Importing a model class and errors running compiled Python files are distinct problems." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "The Qwen3.5 chat crash is a specific model/runtime issue; 45850 is a broad complaint about many models breaking, not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files in `processor.save_pretrained` is not the same as a generic bug report." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "These refer to different internal components and different numerical/activation bugs." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior is unrelated to the tensorboard-without-TF backend error." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy-loading concerns, but one is a general lazy-loading failure and the other is unsafe `sys.modules` access; not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen/Moe, but one is a Qwen3-VL bug and the other is missing tensor-parallel plan metadata; different fixes." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box generation and `PretrainedConfig` type-checking are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen vision issues, but one is 2D bbox hallucination/error and the other is an infinite loop on a specific image; not the same underlying defect." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeekV4 weight conversion question." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "A broken env command and checkpoint reload incompatibility after upgrade are different regressions." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance work is unrelated to cache handling in generation during chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing `pad_token_id` on `Llama4Config` is a specific config bug, not the broad multi-model breakage described in 45850." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade-related loading problems, but one is general checkpoint reload failure and the other is remote-code/meta-init incompatibility for InternVL2; different code paths." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is a narrow config regression, not the broad umbrella issue." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is not the same as broad v5 breakage." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both mention widespread breakage after upgrade, but 45278 is specifically about import errors while 45850 is a broad model-breakage complaint; too coarse to treat as one bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky test due to missing `set_seed` has nothing to do with scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import timing and lazy loading behavior are related at a high level, but the reports do not describe the same concrete failure." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "`AutoProcessor.from_pretrained` not forwarding kwargs and inverse-sqrt scheduler kwargs are different APIs and bugs." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type warning for SAM3 and Liger Kernel application with `model_init` are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version incompatibility and Qwen3-VL bounding-box output errors are not the same issue." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention support missing for NemotronH is unrelated to Qwen3-VL bounding-box hallucination." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "A broken env command and an inverse-sqrt scheduler kwargs bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 48, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:44077", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:41669|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:41669|issue:43704", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44861|issue:45290", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623" + ], + "prepared_review_unit_hash": "7bfe29e3ee4e533425bbdb721c3985e674a248aac6b75b6590305f5e8d81ead0", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39663, + "estimated_input_tokens": 9916, + "estimated_eval_tokens": 20088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers bugs and docs issues with a loose common thread around model/tokenizer loading and v5 breakage; I found no true duplicate pair among the soft edges.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report about v5 breaking many models, which best matches the cluster\u2019s general loading/compatibility theme, even though it is not a duplicate of the more specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative anchor for this cluster because it is broad, central to the shared v5-regression theme, and higher-level than the other narrow edge cases.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Both are import/load-related, but one is about removing import * for performance and the other is a missing HybridCache export; different defects and fixes." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: import * cleanup/perf vs a testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and pipeline-parallelism output corruption are different code paths and symptoms." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Specific missing image-patch method vs a generic v5 model-breakage complaint; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different models and failures: 2D bounding box hallucination vs from_pretrained error in Qwen3.5 MoE." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTST post_init policy and tied-weights key handling are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and inverse_sqrt scheduler kwargs are separate issues." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Performance/import cleanup vs scheduler configuration bug; no shared code path." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Docs confusion about forward args vs tokenizer loading regression; related domain, different problem." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel application in model_init and flash_attention_3 training degeneration are not the same defect." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading failure are separate v5 regressions." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation issue vs Gemma-4 audio positional encoding bug; different subsystems." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving pipeline objects and tied-weight key extraction are unrelated save/load vs model-weight utility bugs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not the same concrete failure." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and scheduler kwargs are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp logic and scheduler configuration are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc confusion and Llama 3.2 model loading breakage are distinct issues." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import * cleanup and VRAM leakage across dataloader threads do not share the same root cause." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation of model.forward parameters and flash-attention helper import failure are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Different model-init problems affecting different model families and code paths." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation discussion and Gemma-4 audio positional encoding are separate model bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Memory leak across threads vs RoPE implementation; no overlap in defect or fix." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to a deepseekv4 weight conversion question." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network behavior and Qwen3VL timestamp calculation are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API settings and VRAM leakage are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp math in a processor and missing processor.save_pretrained files are separate issues." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug vs dataloader-thread VRAM leak; different component and symptom." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and a concrete model-loading regression are not the same bug." + }, + { + "left": "issue:316?", + "right": "issue:37428", + "accept": false, + "reason": "Not enough direct overlap; different missing-import vs docs problems." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both mention model initialization, but they affect different architectures and failure modes." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Distinct model-specific implementation bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Memory leak and RoPE implementation issues are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and deepseekv4 conversion-script request are different topics." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Different components: loading transport vs processor math." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance does not match a VRAM leak bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug and save_pretrained file omission are distinct failures." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different root causes and code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and missing configuration_utils import are not duplicates." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and missing files in processor.save_pretrained are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 49, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:43298", + "issue:44230", + "issue:45310" + ], + "soft_pairs": [ + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "dbfe363ab0421ea0a846c7d6942fd104b1fabf93dacfe6b73372f3de1c3f0f2c", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800311, + "estimated_input_tokens": 200078, + "estimated_eval_tokens": 400412 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 6305, + "estimated_input_tokens": 1577, + "estimated_eval_tokens": 3410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated; the soft-similarity edges are driven by generic phrases like \"from_pretrained\" but do not describe the same bug. No pair looks like a true duplicate or mergeable same-change candidate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45310 is the clearest concrete bug report in the set: it names a specific regression, affected model family, and failure mode, whereas the others are unrelated or more generic.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best single representative issue because it is specific, actionable, and has the strongest bug-focused framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "Different subsystems and failure modes: MLFlow/job status reporting vs slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "One is about slow checkpoint loading, the other about tensor parallel training; no shared code-path bug is evident." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Performance/load-time complaint vs documentation confusion; not the same underlying issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3/MoE/fp8 wording, but one is inference support for a model class and the other is a from_pretrained regression; too different to treat as one bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading speed and tokenizer loading regression are separate problems affecting different parts of model initialization." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and fp8 Qwen3-VL/Qwen3.5 MoE inference support are distinct feature/compatibility gaps." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 18, + "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-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": "0f9d53557157f515689d295ef95135160ad6e9709afec65a895faef966f0c370", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates of one another: one is about truncation behavior in tokenization, one requests ReduceLROnPlateau-style training scheduler behavior, and one asks for word-level time offsets in Wav2Vec2. They touch different features and code paths, so no soft-edge merge is justified.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #10519 is the most concrete and self-contained feature request, but there is no true canonical duplicate in this set because the three issues are unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "#10519 is the clearest representative issue only because it is the most specific and actionable; the other two are separate feature requests rather than duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different subsystems and asks: truncation strategy vs Wav2Vec2 word-offset extraction. No shared underlying bug." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated functionality: tokenizer truncation vs learning-rate scheduler behavior." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and code paths: scheduler feature request vs speech-model timestamp offsets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "ce6a22b4a3ef4deff020d287d7a403476914484eface55b55bd4893cc289716d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are not duplicates of the same bug. Two are about model loading/authentication errors, while one is about Tapas tokenization mismatch with TensorFlow code. The soft-similarity links are too broad to accept.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #16618 is the most central representative among these because it is a concrete model-loading failure with broad user impact, but it is still distinct from the other issues rather than a true duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #16618 is the best single issue to represent the cluster if one must be chosen: it is the most general and actionable of the three, with clearer overlap potential to the authentication/model-loading topic than the Tapas tokenization report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different bug classes: Tapas tokenization/parsing behavior versus loading bert-base-uncased. They do not describe the same underlying code-path failure." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention loading models, but one is specifically a private-model login/error-message issue and the other is a generic load failure for a public model. Too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 18, + "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": "97e2558efbb6574eb0612f2050aa4972e563ab37e807329f1633dcf63b911b6c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature-request/community-contribution issues: one for Flash Attention 2 support across more architectures and one for GGUF support across more architectures. They share a broad theme but not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a canonical duplicate target for the other; they request distinct feature work in different areas.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and code paths (Flash Attention 2 vs GGUF support); same broad 'more architectures' theme is too general to treat as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-5", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:44370", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "3cc4d7f772880126ed8a4a4bc03d44b31aea8db2c1c347500e29b2fef6d0c860", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6444, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6444, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are about documentation translation, but the concrete language targets differ and the generic placeholder issues are not enough to prove a single underlying request. No soft edge is safe to merge as a duplicate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43834 is the most generic and representative of the repeated placeholder-template translation issues, so it is the best anchor if a single issue must represent this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best issue candidate because it is the earliest generic template entry and closest to the other placeholder-language issues, though the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish vs generic placeholder translation request; not the same concrete language request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs generic placeholder translation request; clearly different targets." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Specific Turkish translation request does not match the generic template issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Specific Spanish translation request does not match the generic template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish vs generic placeholder translation request; not the same underlying request." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish vs generic placeholder translation request; not the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "These are near-identical placeholder templates, but the evidence does not prove they are the same concrete request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "These are near-identical placeholder templates, but not enough evidence to treat them as the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic placeholder template issues, but there is no evidence they refer to the same specific translation request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "b826ea2e7282b5e71179850acec85ca1a6b85ab2449d94c8c47342db9dbb20e3", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly distinct model-request issues, not duplicates: they share a broad \u201cadd support for model X\u201d pattern, but the requested models and modalities differ (text, audio, vision, OCR, etc.).", + "confidence": 0.95, + "canonical_issue_reason": "issue:42738 is the closest umbrella-like tracking issue, but it is still too narrow to canonically cover the rest of these distinct model requests.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42738 is the most general issue in the set, but none of the issues is a strong global duplicate target because they span different model families and capabilities.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert and DEIMv2 are different model requests; only the generic \u201cadd model\u201d theme overlaps." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert text model request and Qwen3-TTS audio request are unrelated model families." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different models/tasks, so this is not the same underlying change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model additions with no concrete duplicate overlap." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision detection and LFM2.5 Audio are different modalities and implementation paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer support are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated; one is vision detection, the other speech recognition." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different tasks and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and OpenAI weight-sparse transformer are distinct architectures, not duplicates." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT text model request and LFM2.5 Audio request are different capabilities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT target different model families and code paths." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model requests, even if both are BERT-like." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer support are separate requests, not the same bug or change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different models; same broad subsystem is not enough." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS are different model/task requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated requests for different modalities." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and generic BERT-like RoPE support are related only at a very high level, not as the same issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are different capabilities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different speech tasks and would need separate support." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model requests, not a single duplicate change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and implementations." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and weight-sparse transformer support are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model requests, not the same concrete change." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different speech-model additions." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and OpenAI weight-sparse transformer support are distinct requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are different architectures with no shared concrete bug." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model features." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modality/model additions." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different model requests, even though both are vision-language related." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-10", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46143", + "issue:46144" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:46018", + "issue:42936|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:43240|issue:46144", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813", + "issue:42936|issue:43668", + "issue:43717|issue:46144", + "issue:46143|issue:46144" + ], + "prepared_review_unit_hash": "02746b4fd27e2b7d5e029d182fbc3aac18dd9cb12cfd9aaea01d9bed50352594", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 10295, + "estimated_input_tokens": 2574, + "estimated_eval_tokens": 5404 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 10295, + "estimated_input_tokens": 2574, + "estimated_eval_tokens": 5404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are clearly unrelated despite broad soft-similarity signals. The only near-match is the pair about RoFormer, but the titles describe different failure modes and I would not merge them as the same duplicate. No PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "issue:46144 is the most concrete and code-path-specific RoFormer report, so it is the best representative issue for the only close cluster in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46144 is the strongest standalone issue because it identifies a specific implementation problem rather than a symptom, and it is the most actionable of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different bug types: norm behavior question vs config type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both mention missing usage of parameters, but one is Mask2Former ignore_value and the other is kwargs propagation to a loss function; not the same bug." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Unrelated model behavior: unused ignore_value vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value and RoFormer attention interface are different subsystems and different concrete problems." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "No real overlap beyond generic bug-report language; tokenizer regex warning is unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Unused ignore_value and a typo in quantization naming are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "kwargs not passed to a loss function is not the same as RoFormer attention not using the attention interface." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Generic kwargs issue vs incorrect type hint; different fix and code path." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type hint bug and tokenizer regex warning are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint and a typo in a quantization attribute name are different issues." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different model areas and different bug classes; no shared concrete failure." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights handling is unrelated to RoFormer attention interface behavior." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs forwarding and the other is attention-interface usage; close 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": 8, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "19f76cab2a660a37780aaacc75b92e361b7868117e40f382a2bf0e015b6efbd4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about Set block decoding, the other about DeepSeek v3.2 support, with no shared targets or code-path evidence.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits this pair; they address different product areas and different requested changes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: decoding behavior vs model support. The similarity is only superficial in that both are feature asks." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "dd1a5beb1043470013e6c03bcc827634b89db7495f736f59ff667f8041208ff6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only at a broad Trainer/custom-trainer theme, but they describe different behaviors in different code paths: `remove_unused_column` customization vs FLOPS estimation for custom trainers. I would not treat them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43598 is the better canonical issue because it is the more general request about making Trainer behavior customizable, while the other issue is a narrower estimation problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the best representative of the cluster since it frames the broader Trainer customizability concern that could subsume related follow-ups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Same broad area, but different underlying problems and code paths; one is about unused-column removal customization, the other about FLOPS estimation for custom trainers." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "e990719cf0b3a1a2ce4dfa139120ed60ba7cef935bc4e77e41ab368ddd74830b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad API-registration level, but they request different model families and different auto-class tasks, so they should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43684 is the broader, more general API-registration request and is the better representative if grouping by theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44405 is the more specific user-facing gap, but it is a different task/model combination and not a better duplicate-canonical for 43684.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration vs Qwen3.5 AutoModelForSequenceClassification support. Same broad subsystem, but not the same code-path fix." + } + ] + }, + "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": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "9e5466be22e367883007fb46bfd4763f6bdc134ae55aa9b550ee4948bcb2e1a0", + "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 cluster is too sparse to confidently deduplicate beyond noting that the three \"huggingface\" issues are likely related by title only; \"Fett\" appears unrelated. No PRs are present.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43845 is the earliest of the three near-identical \"huggingface\" issues and is the most reasonable representative of that weak cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best available issue candidate because it is earliest and shares the same title as the other plausible duplicates, though the evidence is very thin.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Unrelated titles; \"Fett\" has no clear connection to the \"huggingface\" issues." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Unrelated titles; no evidence these describe the same bug or request." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Unrelated titles; no concrete shared problem is shown." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same vague title, but there is no description or explicit evidence proving the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same vague title, but the artifacts are too sparse to confirm they are the same underlying bug." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same vague title, but no concrete issue details are available to justify merging them." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "14af7d6d5a4f6d4ccc8c7d4c0bd3c787069007f6356a39098b19307d31b5fc34", + "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 low-information, likely unrelated or spammy issues; none of the soft pairs show enough concrete overlap to treat as duplicates. Issue #44418 is the most usable representative because it is the only one with a non-spam, topic-bearing title.", + "confidence": 0.88, + "canonical_issue_reason": "#44418 is the clearest and most descriptive issue in the cluster; the others are generic spam-like titles, so this is the best stand-in if one issue must represent the group.", + "canonical_pr_reason": null, + "best_issue_reason": "#44418 is the best overall issue candidate because it at least names a document-related enhancement, while the rest provide no actionable subject matter.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both titles are just \"\" with no body details; that is not enough to show the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic \"\" issues, but there is no concrete bug or shared problem description tying them together." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a documentation enhancement request; they do not describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\"\" and \"Check out \\\"Google LLC\\\"\" are unrelated generic titles with no evidence of a common underlying bug." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same as a spam-titled issue; no shared concrete problem is shown." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "The titles point to different things: documentation suggestion versus generic spam, so they should not be merged as duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-like titles alone are insufficient; there is no description or code-path evidence that they refer to the same real issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Both look spammy, but the titles are different and there is no concrete shared issue to unify." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "These are different generic/spam titles with no shared technical substance or explicit linkage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "cda5b6dbc761ca783ca0b56ddcf9b0079324f9002036b878ab1a41ba5b81af6e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear to be duplicates of the same energy-optimization proposal: identical titles, very similar body sizes, and no differentiating metadata or linked targets.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and has an inbound reference, while #45151 appears to be the later duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best representative issue: earliest submission, same title/topic, and slightly more central due to existing inbound reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and evidently the same proposed energy-reduction writeup; no evidence of distinct scope, so this is a duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall: the packet supports same title, close body sizes, no explicit links/targets, and a soft-similarity signal, so treating them as likely duplicates is reasonable. The canonical choice is also supported by earlier creation time and the inbound reference on #45145." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 15, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "59d927e62707aa7fb902a8f9f67330581f9cfeb8cee483ecc0518d574d5bff2b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1667, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1667, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs in the same general BitsAndBytes area, but they have different failure modes and repro paths: one is a Gemma4/audio-module torch.finfo() TypeError on uint8 weights, the other is an llm_int8_skip_modules regression that drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #45674 is the cleaner representative report: it states the configuration regression more directly, has a clearer causal chain, and is broader than the model-specific Gemma4 symptom in #45672.", + "canonical_pr_reason": null, + "best_issue_reason": "#45674 is the best issue to anchor triage because it describes a concrete, reproducible BitsAndBytesConfig bug with a distinct code-path and likely wider applicability.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Reject: same subsystem and both affect 4-bit inference, but they are different bugs. #45672 is a torch.finfo() TypeError on uint8 audio-module weights for Gemma4; #45674 is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "a78e14f2779e230273c91076eb9ece2057b5929b4f2865a3510f262dd6095f4b", + "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": "Two closed issue titles that look like unrelated personal-name/date entries, with no body, links, or technical context. The soft similarity signal is too weak to treat them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45762 is slightly cleaner/earlier and can serve as the cluster representative, but there is no meaningful technical signal in either issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45762 is the best available representative only by chronology and formatting; neither issue appears to describe an actual bug or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different named individuals and dates; no shared problem description or evidence of the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "d8e7d1b0bd7e42a5a7fafe4f5ad2e6aeee3a49a608f24fa6a963ec7b33b5ac52", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are just distinct name/date entries with no body or shared technical context, so they do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different personal-name/date titles, no bodies, links, or shared technical context; no sign of 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": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "ada7cbc42300b03d58a9df249d56f7f120886cabccaf317df934721d9b61ca86", + "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": "The cluster is not one single duplicate set. It contains two exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is only thematically related and should remain separate.", + "confidence": 0.95, + "canonical_issue_reason": "45870 is the best canonical representative for the main duplicate pair because it is the earliest exact duplicate of 45871 and has the clearest, most general title; 45872/45873 form a separate duplicate pair, and 45869 is not the same request.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best overall issue to keep as the representative cluster item: it is an exact duplicate target, appears earliest, and is the broadest phrasing of the shared DataForge financial prediction example.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Dataset bundle offer vs. an example request; only loose financial-domain overlap, not the same issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as above: unrelated dataset promotion vs. example issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate title and matching body size; same DataForge financial time-series example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related topic, but 45872 adds a scraping service and is a distinct request rather than the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: not the same concrete request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different request scope; one is a prediction example, the other includes scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different request scope; not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate title and matching body size; same DataForge financial time-series plus scraping service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are exact title/body-length duplicates, while 45869 is only loosely related by theme. The soft-edge rejections are conservative, and the representative choice is supported by the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46067" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:46067", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46067", + "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:43823|pull_request:46067", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:46067", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "63b3f800ba1aafaa4723ff006644e4749e5e805c416b696b57d00b2a93cb2ba9", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38374, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38374, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs grouped by loose similarity; the only true duplicate-like pair is the two fixed_cross_entropy patches for the same cross-entropy kwargs change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the better canonical among the only real duplicate pair: it directly targets issue #43240 and cleanly forwards the new cross-entropy kwargs in the shared code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the best representative of the cluster\u2019s only genuine overlap; the rest are unrelated feature/fix PRs and should not be merged into a single duplicate set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated changes: VideoPrism model/docs vs ExecuTorch dynamic-shape export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated: Mistral tokenizer methods vs adding MobileLLM model implementation." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated tokenizer API fix vs ExecuTorch export test." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated processor-pretrained robustness work vs MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "Different code paths: cross-entropy helper kwargs vs model conversion loading/base_model_prefix handling." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy loss helper change is unrelated to MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs fix is unrelated to Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "ExecuTorch export tests are unrelated to conversion/base_model_prefix loading fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export test vs Mistral4 test/fix work; not the same bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Different models and purposes: export test vs new model implementation." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM addition is unrelated to config resolution ordering in modeling_utils." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model implementation vs Falcon output-interface refactor; not the same concrete issue." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "MobileLLM model addition is unrelated to loading/conversion prefix handling." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-capture refactor and Mistral4 test fixes are different model-specific changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to conversion loading/base_model_prefix logic." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs layernorm renaming/conversion mapping; different underlying issues." + }, + { + "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:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test changes do not match config-resolution ordering fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and the model-creation skill are not the same concrete change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same helper, fixed_cross_entropy, to forward new nn.functional.cross_entropy kwargs; they address the same underlying bug/change and could be merged together." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet and stays conservative. The only mergeable same-bug pair is PR #43251 / #43254: both modify src/transformers/loss/loss_utils.py, both target issue #43240, and both forward new cross-entropy kwargs. The other soft-edge rejections are reasonable based on the provided diffs and titles, without overstating unrelatedness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "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": "0c5d348500307fdd83910d876844138a083b72b4de44fdfafcebab57e8eb7858", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are about VibeVoice, but they are not the same change: PR 40546 implements the core VibeVoice model/docs integration, while PR 42781 adds a separate VibeVoice Realtime path plus an acoustic tokenizer and generation updates. They share model-family files, but they target different functionality and would not plausibly be merged as one duplicate PR.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the better canonical PR because it is the original broad implementation of VibeVoice and covers the base model integration that the later realtime work builds on.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative artifact for the cluster because it is the main VibeVoice implementation; PR 42781 is a distinct extension for realtime support rather than a duplicate of the base model PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: despite overlapping filenames, 40546 implements the core VibeVoice model, while 42781 adds VibeVoice Realtime plus acoustic tokenizer and generation changes. These are related but distinct changes, not the same concrete fix or 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": 3, + "component_count": 27, + "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": "77be279bd61915214e96a0ea0f78776ea9fa2a2bcf3d5f9670afebb815efa125", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "False-positive cluster: one PR adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch unrelated models and code paths.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these changes target different models, filenames, and code paths, so they are not duplicates of the same change.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for deduplication: neither PR is a suitable representative of the other because they solve unrelated tasks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: TimesFM forecasting with covariates and DINOv3 image-classification support are unrelated features with no shared target code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "c92b3d2c659d022ab8be79301e31565e1826a6e3f508e1c8ea566e59d1576fdd", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10433, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10433, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) that share transformer scaffolding but do not fix the same code-path problem. They should not be deduplicated or merged as one change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45630 is the strongest representative of the cluster by activity and scope, but it is still an independent model-addition PR rather than a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 45630 has the broadest and most reviewed integration work in this set, making it the best single representative if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations (DeepSeek OCR vs Isaac). Shared docs/auto-registration files are just standard scaffold updates, not evidence of the same underlying fix." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model integrations (Isaac vs Kimi2-6). They only overlap on generic model-registration/docs plumbing, so they are not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 27, + "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": "790d50588d3fed99ec733c840c8449a83b62a2910cedac326b8be9f521798340", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are broad GitHub Actions maintenance changes, but they upgrade different actions and fix different compatibility tracks, so they should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative because it is the broader, more systematic workflow-action upgrade across many files; PR 42976 is a separate Docker action bump with a different change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest standalone candidate for the cluster because it covers the wider Node 24 compatibility effort and touches more of the affected workflow surface area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They are not the same underlying change: 42975 updates general GitHub Actions/runtime compatibility (checkout/cache/upload-artifact and other workflow actions), while 42976 specifically bumps docker/build-push-action in Docker image workflows. Shared workflow filenames alone are not enough to treat them as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 27, + "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-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46162" + ], + "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:46162" + ], + "prepared_review_unit_hash": "b8fcab7199b4abe7f14d4a62734117ebec12b1f4c84ffbed82601bf243334077", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16484, + "estimated_input_tokens": 4121, + "estimated_eval_tokens": 8498 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16484, + "estimated_input_tokens": 4121, + "estimated_eval_tokens": 8498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: they are separate model-addition PRs for different models (ViT NEPA, Molmo, Molmo2, CTSM) plus one small test-only XPU change. They share some framework/doc/auto-mapping files, but each targets a different code path and model family.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR here appears to be a duplicate of another; if one must be chosen as the representative, #43451 (Molmo2) is the broadest and most complete model-addition PR, with substantial model, processor, auto-mapping, docs, and test coverage plus the highest review activity.", + "best_issue_reason": null, + "best_pr_reason": "#43451 is the strongest single representative of the cluster because it is a full-featured model integration, not just a doc/test tweak, and it has the most extensive implementation footprint and discussion.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families and different integrations (ViT NEPA vs Molmo); shared docs/auto files are generic framework plumbing, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model additions touching different architectures and code paths." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are distinct model additions; overlap is only in shared registry/documentation files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model releases with different model code, processors, and tests; they are not one concrete bug fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are different model integrations, not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM target different model families and implementation paths; shared auto-registry edits are incidental." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46162", + "accept": false, + "reason": "CTSM is a new model integration, while #46162 is a tiny test-only XPU expectation update; they do not fix the same problem and should not be merged together." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 27, + "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-43291-5", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46102", + "pull_request:46161" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:46102", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46161", + "pull_request:44815|pull_request:46161" + ], + "prepared_review_unit_hash": "6a633d677e23ca93abfcfa5633787af07261d539712ed4ca09dcbcf2965b08ac", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 6, + "serialized_chars": 11991, + "estimated_input_tokens": 2998, + "estimated_eval_tokens": 6252 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 6, + "serialized_chars": 11991, + "estimated_input_tokens": 2998, + "estimated_eval_tokens": 6252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs do not look like duplicates: they span unrelated areas (Whisper tokenization/tests, model test cleanup, FP8 dequant/loading, FSDP tied weights, and tokenizer subfolder fallback).", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear duplicate PR cluster here; if one must be used as an anchor, 44815 is the strongest standalone product fix because it targets a specific FP8 dequant/loading path with concrete code changes.", + "best_issue_reason": null, + "best_pr_reason": "44815 is the best representative of the set because it is the most substantive and clearly defined code-path fix; the others are test-only or touch unrelated subsystems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-related, but they target different models and failure modes (Whisper tokenizer behavior vs CLIP/ViT test cleanup). Not the same underlying bug/change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenization/tests and FP8 dequant/loading are unrelated code paths; no plausible single merged fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46102", + "accept": false, + "reason": "Test cleanup assertions in model tests are unrelated to the FSDP tied-weights change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "A test-only PR and an FP8 kernel/loading fix do not address the same concrete problem." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46161", + "accept": false, + "reason": "Model test edits are unrelated to tokenizer subfolder fallback logic in processing_utils." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46161", + "accept": false, + "reason": "FP8 dequant padding/loading changes and tokenizer fallback behavior are distinct subsystems with different bugs." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "6e78a23b3229ba4adaeab1b46484990cbe94677985c2cc2cf8785990a0a536af", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11342, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11342, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one clear duplicate pair exists: the two identical ViT test-migration PRs. The other PRs touch different subsystems and/or contain unrelated CI/config/model changes, so they should not be merged together as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46100 is the best canonical representative of the exact duplicate pair: it has the same diff as 46114, a cleaner/generic title, and no extra fork-specific framing.", + "best_issue_reason": null, + "best_pr_reason": "PR 46100 is the best global PR choice because it exactly matches its duplicate partner while being the cleaner canonical instance of that change; the other PRs are unrelated experiments in setup, CI workflows, or broader model/testing changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Different changes: 43488 is setup/dependency/version-bump plumbing, while 46114 only edits ViT tests for migration. Shared test filename is incidental." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They target different code paths and goals: package/setup changes versus CI workflow and notification/testing utilities." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "43532 is a workflow/CI diff with multiple supporting files; 46114 is a tiny ViT test edit. Not the same underlying change." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Despite both being test-related, 45932 is a broad Grafana/CI/model sweep across many files, while 46100 is only a focused ViT test migration. They are not the same concrete fix." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "These are the same PR change: identical diff in the same ViT test file, with only the title/metadata differing. They are clear duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The exact duplicate pair is 46100/46114, and the other false verdicts are justified by the packet because those PRs touch different areas or broader multi-file changes rather than a single shared bugfix. The summary is also appropriately cautious about treating only the identical ViT-test pair as a clear duplicate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 27, + "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": "02efe351d6725f5fc920e260da08f4d10d6c2387833727d33acb60feb1e62936", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature PRs for different pipelines: promptable concept segmentation vs promptable visual segmentation. They overlap in docs/pipeline scaffolding but do not fix or implement the same underlying change, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate PR: 43612 and 43613 implement different pipelines with different model/test coverage and distinct task docs.", + "best_issue_reason": null, + "best_pr_reason": "43613 is the stronger standalone representative if one must be picked: it has the broader visual-segmentation integration surface and more extensive model/test updates, but it is still distinct from 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipeline features and code paths: concept segmentation vs visual segmentation. Shared docs/registry plumbing 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": 11, + "component_count": 27, + "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": "a24e0b1e6d2d021d15e0a44b7fe559c20e95b2d3ad6f435b0bdf76304ad28c8a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two open PRs touch the same file but address different trainer extension points: one changes gradient-accumulation loss scaling, the other adds an overrideable signature-column helper. They are related to Trainer customization, but not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: PR #43651 fixes loss scaling in training_step, while PR #43663 refactors column-signature filtering for custom trainers. Different code paths and different behaviors.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the stronger representative of the cluster because it is a concrete behavioral fix in the training loop, whereas PR #43663 is a narrower extensibility refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: #43651 controls gradient-accumulation loss normalization, while #43663 adds a helper for inspecting model forward signatures and column filtering. Same file, but not the same bug or mergeable 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": 27, + "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": "d32c6008bf71ccf8a834051cdbf182cdfd135de62492368922a0b29d74ddba0f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3661, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3661, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention NameError, but they fix different typing/runtime problems in the serve CLI. They are related, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the tighter, more explicit fix: it directly addresses the TypeAdapter NameError when pydantic is absent and has the clearest issue-targeted title/diff. PR 43656 is a separate typing/annotation cleanup for the same file.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative of the cluster because its title, target, and diff all align on one concrete failure mode in the CLI. PR 43656 is adjacent but fixes a different annotation-related problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch src/transformers/cli/serve.py and involve typing annotations, but they fix different NameErrors: 43656 changes forward-reference handling for model/processor annotations, while 43842 fixes missing pydantic TypeAdapter import/annotation handling. They are not the same underlying bug and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request: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:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "c08293347c587c21e1bf5c482110dc21b57f23dbc5b0a6a281401926a15f4c63", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84502, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76934, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a set of parallel, model-specific output-tracing refactors under the same broader initiative, not one duplicate cluster. The only clear duplicate groups are the GPT-J/CodeGen PRs and the GPT-Neo PRs; the rest touch different model code paths and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "44722 is the cleanest representative of the GPT-J/CodeGen duplicate subset: it overlaps heavily with 44066 and 44085 on the same code paths and looks like the most consolidated revision.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best single PR to anchor this cluster because it is the most consolidated version of the only clearly duplicated change set, while the other PRs are mostly distinct model-by-model refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J); same initiative, but not the same concrete code path." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet output-tracing refactor vs DeBERTa output-tracing refactor; unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both target the same GPT-J output-tracing refactor in the same file; 44085 looks like an alternate/partial revision of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet/RT-DETR ResNet vs EfficientNet; same pattern, different code path." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet is unrelated to GPT-J/CodeGen; only the refactor pattern is shared." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; different model code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa; both standardize outputs, but they are separate model changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; not the same underlying bug or change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are distinct model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in the same model file; they look like the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; similar refactor style, different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing; different models." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; same initiative, different concrete code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; same output-tracing theme, but not the same bug/change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are separate model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; no shared code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; unrelated changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct model code paths." + }, + { + "left": "pull_request:44068", + "right": "44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; same refactor pattern only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 vs MGP-STR; not the same model change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; different code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; separate model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 refactor and GPT-J/CodeGen refactor are different concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; different model code." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs Segformer; different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; same output-tracing initiative, different underlying change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are distinct model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT2; not the same bug or change." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM vs LongT5; different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet vs MPT; different models." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet vs TextNet; different concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT; only the refactor pattern is shared." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo vs SpeechT5; unrelated changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM; not the same underlying issue." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer vs MPT; different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert vs GPT-Neo; unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet vs LongT5; different models." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet vs Segformer; not the same change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTa; same pattern, different model code." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa vs TextNet; separate model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor in the same files; strong overlap and same concrete change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path; 44722 is the broader/consolidated version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; unrelated models." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs ResNet/RegNet/RT-DETR ResNet; different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa vs VITS; distinct implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; same refactor style, different models." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; not the same underlying bug/change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; different model code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert vs Flaubert/XLM; separate model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBert; different concrete implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 vs MGP-STR; unrelated changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44068", + "accept": false, + "reason": "MPNet vs GPT-Neo; different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same initiative but not the same change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa vs SpeechT5; different model families." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The accepted PR pairs are supported by shared model/file overlap, and the rejected pairs are mostly cross-model refactors that do not look mergeable into one bugfix PR. I don\u2019t see evidence of overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "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": "1eb03368c265f582cd474094078dc6121751a6147ce71363cd3a0bad5ccb165f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84502, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "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": "All items are separate model-specific PRs for the same broad maintenance theme: migrating to standardized output capture/tracing. They are not duplicates because they touch different model implementations and code paths.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor pattern, with explicit _can_record_outputs hooks plus capture_outputs/can_return_tuple plumbing in one model file.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone anchor because it is tied to an explicit issue target and presents a concrete SpeechT5 output-tracing migration rather than just a generic refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different code paths; not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both update output tracing, but they are separate model implementations (MPNet vs VisualBert) with model-specific hooks and edits." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are unrelated model files; similarity is only at the broad migration pattern level." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are distinct models; these are parallel refactors, not one shared fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 changes are model-specific, and 44129 also includes a concrete issue-linked SpeechT5 adjustment, so they are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-14", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030", + "pull_request:46106" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030", + "pull_request:44027|pull_request:46106", + "pull_request:44026|pull_request:46106", + "pull_request:44001|pull_request:46106", + "pull_request:44002|pull_request:46106", + "pull_request:43998|pull_request:46106" + ], + "prepared_review_unit_hash": "ca5aed8b62e524377ccbfaeefb037b9de7bc7a612bbd9d99f240ab42be54ddbf", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43782, + "estimated_input_tokens": 10946, + "estimated_eval_tokens": 22148 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43782, + "estimated_input_tokens": 10946, + "estimated_eval_tokens": 22148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly separate model-specific output-tracing refactors, plus one unrelated docs toctree tweak; they share a theme but not the same concrete code-path bug/change, so I would not merge them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best representative of the cluster theme: it is the broadest output-tracing refactor, spans multiple related model files, and introduces the shared capture/output machinery.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest overall representative because it makes the most substantial tracing-infrastructure change rather than a narrow one-model adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same output-tracing theme, but different model families and separate forward paths; not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are tracing refactors, but timm_backbone and vision_text_dual_encoder are unrelated code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations; this is only broad architectural similarity, not a duplicate fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "timm_backbone vs mamba/falcon_mamba are distinct subsystems and changes; too broad to be one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model stacks and output behavior; not the same underlying bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model paths; shared refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "These touch different model architectures and different forward signatures, so not duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs DepthAnything are separate models; same tracing cleanup theme does not make them the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and code paths; not one mergeable fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and SpeechEncoderDecoder do not share a concrete bug beyond generic output tracing." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated implementations; only the refactor style matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths and outputs; not the same bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder and mamba/falcon_mamba are separate subsystems; reject as a duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "These are distinct model refactors in different directories, not one concrete fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated models; shared tracing cleanup is too broad." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model stacks and code paths; not a single underlying issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs DepthAnything are separate model changes, not duplicates." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV do not implement the same code path; same theme only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and output plumbing; not the same concrete bug." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "mamba/falcon_mamba and SuperPoint are separate model families; no duplicate bug." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "These are different model implementations and forward contracts; too broad to merge as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and CodeGen are unrelated model paths; same refactor pattern only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are different models with different output handling; not duplicates." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are separate code paths; the similarity is only at the abstraction level." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are unrelated model families; reject." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are different models and different forward logic; not one concrete fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything and SpeechEncoderDecoder are separate code paths; too broad to be duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are unrelated vision models; same tracing refactor theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV are different architectures and output semantics; not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are separate model code paths, so this is not a duplicate PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated model stacks; no shared concrete bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder variants and forward behavior; not one mergeable fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint touch different subsystems and output contracts." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are separate model paths; only the refactor pattern overlaps." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are different models with different outputs; not duplicates." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Speech encoder-decoder and RWKV do not share the same code-path issue." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and output plumbing; same theme is not enough." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated implementations; reject as duplicate." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR touch different model code paths and can\u2019t plausibly be one PR." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model architectures; not the same underlying bug/change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46106", + "accept": false, + "reason": "Model code refactor vs documentation toctree edit; entirely unrelated." + }, + { + "left": "pull_request:44026", + "right": "pull_request:46106", + "accept": false, + "reason": "Documentation-only toctree change, not a model tracing fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:46106", + "accept": false, + "reason": "UnivNet model refactor and docs navigation change are unrelated." + }, + { + "left": "pull_request:44002", + "right": "pull_request:46106", + "accept": false, + "reason": "UperNet code change vs docs toctree cleanup; not duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46106", + "accept": false, + "reason": "Model refactor and documentation layout change have 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": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "b997eaf3655335ae70659158855443277a543e52ac4da32354327adb6ccc7eeb", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-integration pull requests for different models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share common registry/docs boilerplate, but they do not appear to fix the same code-path problem or be mergeable into one PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR adds a different model implementation with distinct files, configs, processors, and tests.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication; these are independent model additions rather than duplicates of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (PenguinVL vs Voxtral TTS). Shared auto-registry/docs files are boilerplate, not evidence of the same underlying bug or change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different models and different implementation stacks (PenguinVL vs DeepSeek-OCR-2). They overlap only in generic transformer registration/docs." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated integrations; the overlap is limited to shared model-registration scaffolding, 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": 17, + "component_count": 27, + "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": "1b2184b07eb6cd3f1144dcd5dcf6d770e99c5b235c9727c073289a0898caed47", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs concern fusion infrastructure, but they implement different layers: #44979 adds a core Module Fusion API, while #45363 adds KernelConfig-based n-to-1 kernel fusion and related integration/example changes. They are related, but not the same change and should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the cleaner canonical PR for this cluster because it introduces the foundational Module Fusion API; #45363 is a broader follow-on feature built on top of fusion concepts rather than the same concrete change.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best representative PR for the cluster since it is the core, self-contained API addition. #45363 is more specialized and depends on a different integration path (KernelConfig-based fusion).", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion work, but not the same underlying bug/change: #44979 defines the module-fusion API, while #45363 implements kernel-config-driven n-to-1 fusion and usage plumbing. They would not plausibly be merged into one PR 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": 18, + "component_count": 27, + "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": "dd92f295ec2b7bf6c4d2a91832db4731fe53fd36fa93e8ec5135379025fc0c93", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same Mistral regex patch AttributeError in `tokenization_utils_tokenizers.py`; PR 45317 is the more complete fix because it includes the same code change plus test coverage.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR because it fixes the same AttributeError as 45086 and adds accompanying tests, making it the more complete implementation of the shared bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR for this cluster: same concrete code-path fix, more complete than 45086, and includes tests in addition to the code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs fix the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access path in the same file; PR 45317 is effectively the fuller version with tests." + } + ] + }, + "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": 27, + "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": "9ec6720b783baf4c54243a81aa7ed8b5c541448201d3228047e89b82bb51f521", + "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 are about NemotronH, but they address different changes: #45115 is a focused inheritance/refactor and conversion-mapping update, while #45569 is a broader model split introducing NemotronHDense/NemotronHSparse, docs, auto-mappings, and tests. They are related, but not the same underlying change set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete NemotronH architecture change and includes the user-facing model split plus docs/tests, whereas #45115 is a narrower refactor/conversion-mapping step.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the most complete and current implementation of the NemotronH work. It spans the concrete model/API restructuring and supporting docs/tests, making it the strongest single representative for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Do not merge: #45115 refactors NemotronH to inherit GraniteMoeHybrid and adjusts conversion mapping, but #45569 introduces separate NemotronHDense/NemotronHSparse models and broader API/docs/test changes. They touch overlapping files, but the concrete code-path changes are different and not safely 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": 20, + "component_count": 27, + "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": "daf34689c5ad842a8c09de16af5a2635ff6414fdced8c64e4ccefc6395da3a12", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs: one introduces heterogeneous per-layer config support, the other adds heterogeneous modeling/runtime support. They overlap heavily in plumbing files, but they are not the same concrete change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader, later-stage integration piece: it adds heterogeneous model/runtime handling in addition to using the new per-layer config plumbing, so it is the better representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best single representative because it covers the larger end-to-end feature set and depends on the config machinery introduced in the other PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but not duplicate: 45333 focuses on per-layer configuration support, while 45332 focuses on modeling/runtime support for heterogeneous layers. They share infrastructure files, but they solve different layers of the feature 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": 21, + "component_count": 27, + "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": "3abad42149ea336f5b5a84a7f563befda12e123146d4136aee08c94c8fbae083", + "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": "Both PRs are type-checking related, but they are not the same change: one is a broad repo-wide typing rollout, the other adds/adjusts shared typing protocols and targeted typing fixes. I would not treat them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, self-contained typing-infrastructure change; PR 45415 is a broad type-checking sweep across many files and pyproject settings.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a narrower, coherent goal and a clearer code-path impact than the large typing sweep in 45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but 45415 is a broad type-checking rollout while 45425 adds typing protocols and targeted fixes; they do not appear to solve the same concrete problem and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-5", + "nodes": [ + "pull_request:45487", + "pull_request:46101", + "pull_request:46109", + "pull_request:46135", + "pull_request:46151" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:46101", + "pull_request:45487|pull_request:46151", + "pull_request:46101|pull_request:46151", + "pull_request:46109|pull_request:46151", + "pull_request:46135|pull_request:46151" + ], + "prepared_review_unit_hash": "70c734d0f2b6dec86990754f582a7e950aa5277607f47bb96012c09e93bd3b09", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12531, + "estimated_input_tokens": 3133, + "estimated_eval_tokens": 6522 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12531, + "estimated_input_tokens": 3133, + "estimated_eval_tokens": 6522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is only loosely related by accelerator/device compatibility. Two PRs fix real model-parallel device placement bugs, while the others are mostly test expectation updates for different subsystems. They are not the same underlying change set.", + "confidence": 0.34, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the strongest representative because it is a concrete functional fix for device placement in model-parallel inference across model implementations; the other PRs are narrower or test-only and do not appear to be duplicates of it.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best standalone PR here because it addresses an actual code-path bug rather than only updating tests or expectations. The rest are unrelated enough that they should not be merged into a single duplicate cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:46101", + "accept": false, + "reason": "Both are device-placement fixes, but they target different model code paths (AltCLIP/ChineseCLIP vs Qwen2 audio) and different masking logic. They are related in theme, not the same change." + }, + { + "left": "pull_request:45487", + "right": "pull_request:46151", + "accept": false, + "reason": "45487 is a model-parallel bug fix; 46151 only adds test expectations for pipeline outputs on XPU/other backends. Different scope and underlying problem." + }, + { + "left": "pull_request:46101", + "right": "pull_request:46151", + "accept": false, + "reason": "Qwen2 audio mask device placement and token-classification pipeline expectations are unrelated concrete changes, even though both mention accelerator support." + }, + { + "left": "pull_request:46109", + "right": "pull_request:46151", + "accept": false, + "reason": "These are both test-oriented, but they cover different test suites and different parity behaviors. They do not look like the same underlying bug or change." + }, + { + "left": "pull_request:46135", + "right": "pull_request:46151", + "accept": false, + "reason": "Kosmos2.5 integration-test expectations for XPU are not the same as token-classification pipeline expectations. Same broad accelerator theme, different artifacts and behavior." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-3", + "nodes": [ + "pull_request:45513", + "pull_request:46084", + "pull_request:46098" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084", + "pull_request:46084|pull_request:46098" + ], + "prepared_review_unit_hash": "7be3e71ff394717888aaf225aafdbb0c728f689a27ae81bc7cd201e8b06f12ca", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two Mamba2 PRs are closely related on the same seq_len>1 cache bug; the Qwen3.5 PR is a different model-specific cache fix and is not a duplicate. The broader Mamba2 PR is the best representative of the underlying issue cluster.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46098 is the most complete Mamba2 fix: it targets the shared issue (#46032), covers the seq_len>1 cache failure across CPU/GPU paths, and includes tests/docs, so it best represents the underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46098 is the strongest canonical PR because it is the broadest, most explicit fix for the shared Mamba2 cache bug and likely subsumes the narrower code-only change in #46084.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both are cache/seq_len-related, but they fix different model families and different code paths; this is similar theme, not the same underlying bug or mergeable PR." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": false, + "reason": "They share issue #46032 and the Mamba2 model, but #46098 is broader and includes additional CPU-path/docs changes; too scope-different to treat as the same PR duplicate with confidence." + } + ] + }, + "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": 27, + "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": "d2d174bdc38a919975c45d09d4aec4f2c6fb1d79293af4e438c2eb7d799bcb85", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to EP, but they address different concrete failure modes and code paths: one is about loading via accelerate/ZeRO-3 and config serialization, the other is about FSDP2 expert parameters being overwritten during rank-0 broadcast. Not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the stronger canonical choice because it targets a specific, concrete corruption bug in expert parameter loading/broadcasting and includes the relevant loading-path fixes.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best representative of the cluster because it addresses the most explicit and severe runtime bug with a clear, narrowly-defined code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern expert parallelism, but 45548 is about serialize/load behavior with accelerate/ZeRO-3 while 45662 fixes expert parameters being overwritten by rank-0 broadcast under FSDP2; different underlying bugs and not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 27, + "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": "00bbb1687349f281fda25e889cc241f6303ce26bb44eec24ae4d8038a3d3eef9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist/captured_info logging problem, with PR 45645 extending the narrower code fix in 45639 to also preserve CI log collection. They are close enough to be treated as the same change cluster, with 45645 as the broader superset implementation.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe captured_info fix plus the CI workflow update needed to consume multiple per-worker log files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it covers the shared bug fix in testing_utils and the accompanying workflow handling, making it more complete than 45639.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying captured_info xdist collision fix; 45645 incorporates the same testing_utils change and adds the workflow adaptation, so they could 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": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "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-46069-3", + "nodes": [ + "pull_request:46069", + "pull_request:46073", + "pull_request:46154" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073", + "pull_request:46069|pull_request:46154", + "pull_request:46073|pull_request:46154" + ], + "prepared_review_unit_hash": "170058bec4011e36299fc9fb07d1780fdab2080da90a1f7b65a18c3eba0703c2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7264, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7264, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are thematically similar (adding SDPA / attn_implementation dispatch), but they target different model implementations and code paths, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46154 is the most representative of the cluster topic: it makes the same attn_implementation dispatch change for T5, with accompanying tests and docs, and is the clearest exemplar of this feature work.", + "best_issue_reason": null, + "best_pr_reason": "PR #46154 is the best single representative because it is a concrete, model-specific implementation of SDPA dispatch and appears more comprehensive than the smaller model-specific patches.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Both are about attention-dispatch support, but one is for ShieldGemma2 image classification and the other is for CTRL text modeling; they touch different model code paths and would not plausibly be merged as one PR." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46154", + "accept": false, + "reason": "These are separate model-specific additions (ShieldGemma2 vs T5) with different implementations and tests; they share a feature theme, not the same underlying change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Although both add SDPA dispatch, they apply to different architectures (CTRL vs T5) and different modeling logic, so they are not the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260523T000023Z/analysis-runs/hybrid-model-20260523t000023z/manifest.json b/snapshots/20260523T000023Z/analysis-runs/hybrid-model-20260523t000023z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e27c289cc1608ae1e48ce203cb408d6e26574f6c --- /dev/null +++ b/snapshots/20260523T000023Z/analysis-runs/hybrid-model-20260523t000023z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260523t000023z", + "artifacts": { + "hybrid": "snapshots/20260523T000023Z/analysis-runs/hybrid-model-20260523t000023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260523T000023Z/analysis-runs/hybrid-model-20260523t000023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-23T00:08:51Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260523T000023Z", + "variant": "hybrid" +} diff --git a/snapshots/20260523T000023Z/manifest.json b/snapshots/20260523T000023Z/manifest.json index eaedd183de72e299dcefca93ff17ddbda2edad64..a0db026338b0dde95f033caa4531492d43235cba 100644 --- a/snapshots/20260523T000023Z/manifest.json +++ b/snapshots/20260523T000023Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 415 }, "extracted_at": "2026-05-23T00:00:23Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260523t000023z", + "runs": { + "hybrid-model-20260523t000023z": { + "analysis_id": "hybrid-model-20260523t000023z", + "artifacts": { + "hybrid": "snapshots/20260523T000023Z/analysis-runs/hybrid-model-20260523t000023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260523T000023Z/analysis-runs/hybrid-model-20260523t000023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260523T000023Z/analysis-runs/hybrid-model-20260523t000023z/manifest.json", + "model": null, + "published_at": "2026-05-23T00:08:51Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260523T000023Z", "watermark": {