diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index db47cf0e46f009f09a2b10ad60fb3ec206b71f3f..ea8a7328bbaba55e5ed8ee35355ae6d686e5ce18 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": "20260618T060045Z", - "generated_at": "2026-06-18T06:05:11Z", + "snapshot_id": "20260618T120025Z", + "generated_at": "2026-06-18T12:11:42Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1758,11 +1758,11 @@ { "left_pr_number": 46562, "right_pr_number": 46658, - "code_similarity": 0.168, - "size_similarity": 0.401, - "file_overlap": 0.032, + "code_similarity": 0.154, + "size_similarity": 0.38, + "file_overlap": 0.024, "area_overlap": 0.0, - "patch_similarity": 0.523, + "patch_similarity": 0.468, "shared_filenames": [ "src/transformers/models/auto/auto_mappings.py" ], @@ -1810,57 +1810,6 @@ } ] }, - { - "cluster_id": "cluster-46554-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46558, - "issue_numbers": [], - "pr_numbers": [ - 46554, - 46558 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46554, - "right_pr_number": 46558, - "code_similarity": 0.433, - "size_similarity": 0.429, - "file_overlap": 1.0, - "area_overlap": 0.1, - "patch_similarity": 0.081, - "shared_filenames": [ - ".github/workflows/pr-ci-security-gate.yml" - ], - "shared_file_areas": [ - { - "filename": ".github/workflows/pr-ci-security-gate.yml", - "left_ranges": [ - [ - 16, - 45 - ] - ], - "right_ranges": [ - [ - 13, - 19 - ], - [ - 57, - 63 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2246,15 +2195,6 @@ "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-46554-2", - "canonical_pr_number": 46558, - "duplicate_pr_numbers": [ - 46554 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46554-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-46562-2", "canonical_pr_number": 46562, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index cfba405b8651a70b986bc1eebebf09f785df5685..37120181f3f8dbc05c95485fbb39ba6f9668acd9 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": "20260618T060045Z", - "generated_at": "2026-06-18T06:05:11Z", + "snapshot_id": "20260618T120025Z", + "generated_at": "2026-06-18T12:11:42Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -130,328 +130,364 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "7c86c1552f899ba60896cee129b60c46ec4b166293331562afb6bb8f15ec6dd4", + "prepared_review_unit_hash": "65e0f03627e6fc7e9df716d167411e65bb41b5c8c0232a7bf3605803b4991143", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 62, - "serialized_chars": 45731, - "estimated_input_tokens": 11433, - "estimated_eval_tokens": 23122 + "serialized_chars": 45715, + "estimated_input_tokens": 11429, + "estimated_eval_tokens": 23114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous runtime/docs/model-compatibility issues. I found one clear duplicate pair: the two DeepSpeed ZeRO-3 + BERT index-out-of-bounds reports (43596/43638). The rest are only loosely similar and should stay separate.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43596 is the cleanest representative of the only true duplicate pair in the set: both it and 43638 report the same DeepSpeed ZeRO-3 / BERT index-0-out-of-bounds failure during model init.", + "summary": "Mostly heterogeneous cluster with a few small duplicate mini-clusters: DeepSpeed ZeRO-3/Bert index errors, Qwen3.5 MoE rotary-embedding materialization/offload, and torch 2.4.1 compatibility reports. No single issue cleanly represents the whole set.", + "confidence": 0.78, + "canonical_issue_reason": "No single canonical issue for the entire cluster; it spans many unrelated bugs. If one anchor is needed, issue 43596 is the best representative because it has the clearest near-duplicate partner (43638) and the most general description of the ZeRO-3+Bert index-out-of-bounds family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best issue anchor because it captures the duplicate subcluster most clearly and is the cleaner title of the matching pair.", + "best_issue_reason": "Issue 43596 is the best global issue anchor only in the narrow sense that it sits in the strongest duplicate mini-cluster; the rest of the set is too mixed to collapse onto one issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3.5 config attribute access vs chat/completions streaming inference error." + "reason": "Different failures: config attribute mismatch for Qwen3.5 vs streaming chat/completions API failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models/backends: GPT-OSS on AMD GPUs vs MoE MPS histogram unsupported for Int." + "reason": "Both are model/backend-specific, but one is AMD GPU support and the other is MPS histogram support; different root causes." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different problem classes: image preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." + "reason": "Unrelated bugs: Mistral image dtype mismatch vs GPT-OSS on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch is not the same bug as GPT-OSS-20B on AMD GPUs." + "reason": "Different dtype/backend problems in different models; not the same code-path bug." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "One is GPT-OSS on AMD GPUs; the other is a broken Nemotron example. Not the same underlying issue." + "reason": "GPT-OSS AMD GPU failure is not the same as the Nemotron example breakage." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures; no shared concrete code path." + "reason": "Different MoE/backend issues; no shared concrete failure path." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Deepspeed collective mismatch vs ModernBERT ONNX export error are unrelated." + "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both are model export/runtime issues, but different models and different failure modes." + "reason": "Different export/runtime paths and different model families." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3 auto device mapping are unrelated." + "reason": "ModernBERT ONNX export error is unrelated to Qwen3 auto device mapping cuda assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Both concern docs/examples, but they target different features and different doc problems." + "reason": "A runtime task crash is not the same as outdated RAG documentation." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup issues, but they reference different removed commands/tasks and are not the same change." + "reason": "Both are stale docs, but they refer to different removed v5 topics and look like separate cleanup items." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ModernBERT ONNX export and GenerationMixin import error are different regressions." + "reason": "ONNX export failure is unrelated to the GenerationMixin import regression." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different trainer/resume scenarios and different reported failures." + "reason": "TRL SFT embedding unpacking bug is unrelated to resuming training with trust_remote_code." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Generic mask/tensor shape mismatch is not the same as Gemma4 device-map forward mismatch." + "reason": "Both involve tensors/devices, but the reported failures and affected paths are different." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are index/shape errors, but the model paths and root causes differ." + "reason": "Different error shapes and different trigger conditions; not the same bug." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed ZeRO-3 BERT init error is unrelated to resume-training with trust_remote_code." + "reason": "ZeRO-3 Bert init bug is unrelated to resume-training remote-code handling." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Similar error family, but not the same code path or model setup." + "reason": "Both are index/shape errors, but one is specific to ZeRO-3 Bert init and the other to a different mask/indexing failure." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask shape mismatch and video token/feature mismatch are different bugs." + "reason": "Generic mask-shape mismatch is unrelated to Qwen3.5 video chat templating." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Generic tensor mask mismatch is not the same as GPT-OSS MoE tensor-parallel failure." + "reason": "Different runtime failures in different model classes; no shared code-path." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training with remote code and a broken Nemotron example are unrelated." + "reason": "Remote-code resume issue is unrelated to the Nemotron example breakage." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration in chat template is unrelated to resume-training issues." + "reason": "Video input StopIteration is unrelated to training resume with remote code." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed ZeRO-3 BERT init failure is unrelated to resume-training with remote code." + "reason": "Same broad area of loading/training, but not the same underlying failure." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "Processor preset parsing is unrelated to ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different distributed failures; only superficial similarity in deepspeed wording." + "reason": "Both involve DeepSpeed, but the specific failures differ: collective mismatch vs ZeRO-3 index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying bug: DeepSpeed ZeRO-3 + BERT initialization hits the same index-0-out-of-bounds failure." + "reason": "Same DeepSpeed ZeRO-3 + Bert index-out-of-bounds failure; 43638 is just a narrower Bert/non-pretrained variant of the same bug." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy call path is unrelated to GPT-OSS tensor-parallel issues." + "reason": "Liger kernel cross-entropy call path is unrelated to GPT-OSS tensor parallelism." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different model/tokenization issue vs LoRA merge/save/reload mismatch." + "reason": "Detokenization regression and LoRA save/reload output mismatch are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA reload inconsistency are unrelated." + "reason": "NVFP4 runtime error is unrelated to LoRA merge/save/reload behavior." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class error are different problems." + "reason": "Processor failure for a specific model is not the same as remote-code model_class config_class lookup failure." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but one is a weight-shape RuntimeError and the other is a collective mismatch." + "reason": "Both mention DeepSpeed, but one is a weight-shape error and the other is a distributed collective mismatch." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpointing/FSDP recompute mismatch is not the same as a generic mask/index shape error." + "reason": "Activation-checkpointing/FSDP tensor recomputation mismatch is not the same as the mask/indexing error." }, { "left": "issue:45859", "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3.5 MoE rotary-embedding bug in the meta/materialization/offload path; 45902 is a more specific manifestation of the same issue." + }, + { + "left": "issue:39290", + "right": "issue:45081", "accept": false, - "reason": "Same component family, but different reported bugs: CPU offload incompatibility vs uninitialized memory after materialization." + "reason": "Gemma3 config attribute regression is unrelated to the Mistral regex patch crash." }, { - "left": "issue:43638", - "right": "issue:45161", + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device mismatch in Gemma4 PLE is unrelated to expensive reverse embedding lookup on inputs_embeds." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both are the same torch 2.4.1 compatibility regression; 46515 is a narrower restatement of the same incompatibility." + }, + { + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "BERT ZeRO-3 init failure and GPT-OSS MoE TP failure are unrelated." + "reason": "Generic Torch 2.10 incompatibility is unrelated to Qwen-3-8B-NVFP4 runtime failure." }, { "left": "issue:34928", - "right": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing recompute mismatch and CustomTrainer.compute_loss signature break are unrelated." + "reason": "FSDP activation checkpointing mismatch is unrelated to Qwen3 auto device mapping cuda assert." }, { - "left": "issue:43596", - "right": "issue:45161", + "left": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "Different models and code paths; no duplicate evidence." + "reason": "Different MoE runtime issues on different backends; not the same underlying bug." }, { "left": "issue:43716", - "right": "issue:45507", + "right": "issue:46468", "accept": false, - "reason": "Different model-specific device/dtype issues." + "reason": "Mistral image dtype mismatch and Nemotron example breakage are separate failures." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models, different backends, different error modes." }, { "left": "issue:44292", - "right": "issue:45237", + "right": "issue:44918", "accept": false, - "reason": "Different GPT/Qwen model/runtime failures and different hardware paths." + "reason": "NVFP4 execution failure is unrelated to Qwen3.5 embedding unpacking with TRL SFT." }, { - "left": "issue:45874", - "right": "issue:46294", + "left": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "Different multimodal bugs: reverse embedding lookup vs video feature/token mismatch." + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS histogram Int error." }, { - "left": "issue:39290", - "right": "issue:45081", + "left": "issue:43716", + "right": "issue:44292", "accept": false, - "reason": "Gemma3 config attribute error and Mistral regex patch crash are unrelated." + "reason": "Different model families and distinct runtime failures." }, { - "left": "issue:45823", - "right": "issue:45874", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Gemma4 device mismatch and reverse embedding lookup are different bugs." + "reason": "TRL SFT embedding unpacking is unrelated to GPT-OSS tensor-parallel failure." }, { - "left": "issue:45800", - "right": "issue:46515", + "left": "issue:43039", + "right": "issue:44918", "accept": false, - "reason": "Both mention torch compatibility, but they are different incompatibility reports." + "reason": "Liger kernel cross-entropy invocation is unrelated to TRL SFT embedding unpacking." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:41762", + "right": "issue:43638", "accept": false, - "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime error are unrelated." + "reason": "Gemma3 ZeRO-3 loading error is similar only at a high level; the affected model and failure path differ." }, { - "left": "issue:34928", - "right": "issue:41720", + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "FSDP activation checkpointing and Qwen3 auto device mapping are different failures." + "reason": "Both are docs regressions, but they cover different removed features and should not be merged as one bug." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch is not the same as MPS histogram not implemented for Int." + "reason": "Same broad MoE theme is not enough; these are different backend-specific failures." }, { - "left": "issue:43828", - "right": "issue:44292", + "left": "issue:44918", + "right": "issue:45685", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Different model/trainer issue vs backend histogram error." }, { - "left": "issue:43541", - "right": "issue:43716", + "left": "issue:43039", + "right": "issue:43828", "accept": false, - "reason": "Mixtral torch dynamo grouped_mm tracing error is unrelated to image preprocessor dtype mismatch." + "reason": "Different code paths: Liger kernel integration vs autocast dtype mismatch." }, { - "left": "issue:43716", - "right": "issue:46468", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Different model families and unrelated failures." + "reason": "DeepSpeed distributed mismatch is unrelated to CustomTrainer compute_loss signature breakage." }, { - "left": "issue:43716", - "right": "issue:45685", + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing shape mismatch is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU runtime failure is unrelated to outdated RAG documentation." + }, + { + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "Different model/backend issues; no same underlying bug." + "reason": "Liger kernel cross_entropy issue is unrelated to the mask/index shape mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the summary stays conservative, and the only accepted soft pair (issue:43596/issue:43638) is well supported by the titles. The other verdicts mostly avoid overclaiming and do not look like obvious duplicates from the packet." + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly heterogeneous, identifies only a few small duplicate mini-clusters, and does not over-collapse the set onto one issue. The soft-edge verdicts are conservative overall, and the accepted pairs are supported by the titles and issue descriptions (especially 43596/43638, 45859/45902, and 45800/46515)." }, "evaluator_used": true, "retried": false, @@ -467,8 +503,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -555,8 +591,8 @@ "issue:43541|issue:45685", "issue:36010|issue:39290", "issue:43541|issue:43828", - "issue:43404|issue:43866", "issue:44841|issue:45084", + "issue:43404|issue:43866", "issue:41093|issue:41762", "issue:45399|issue:46661", "issue:43572|issue:45070", @@ -564,20 +600,20 @@ "issue:43296|issue:43366", "issue:44387|issue:45005" ], - "prepared_review_unit_hash": "26b5b8b76dd8f0aa7f4295f1f0d464629f541f93743428f673d7b3e955fd9d0a", + "prepared_review_unit_hash": "a5f35e5f1de1a28ff9f824053451ee17d3f83a6f9a258a6f6a1b9121c7e3b7fc", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39792, + "serialized_chars": 39791, "estimated_input_tokens": 9948, "estimated_eval_tokens": 20152 }, @@ -586,252 +622,252 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports; only two soft pairs look like true duplicates: the AutoTokenizer v5 token-ID regression and a DeepSpeed ZeRO-3 index-out-of-bounds loading failure.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45920 is the broad, current umbrella for the AutoTokenizer v5 token-ID regression across multiple model families, so it best represents the duplicate set.", + "summary": "Mostly unrelated regression reports were clustered by semantic similarity. The only clear duplicate family is the AutoTokenizer wrong-token-IDs regression, with a possible second duplicate around the same ZeRO-3 size-0 loading failure.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45920 is the broadest open report in the cluster, covering the tokenizer regression across multiple model families and already attracting references, so it is the best umbrella issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the most useful triage target: open, broad, and already framed as the shared tokenizer regression rather than a narrow model-specific instance.", + "best_issue_reason": "It is the most representative and actionable issue here: broad scope, active discussion, and clearly captures the recurring tokenizer failure better than the narrower variant reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different model families and failure modes: corrupted-checkpoint/load failure vs missing text-encoder weight loading." + "reason": "Different model-specific load failures: corrupted Ovis2 checkpoint vs missing loaded text-encoder weights in Sam3Model." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are compatibility-related, but one is a torch version incompatibility and the other is support for USE_DISTRIBUTED=0." + "reason": "Both are version regressions, but they describe different incompatibility surfaces and not the same concrete bug." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL/vLLM model load failure vs distributed-build support regression; unrelated code paths." + "reason": "PaddleOCR-VL/vLLM loading failure is unrelated to the USE_DISTRIBUTED=0 pytorch support regression." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 init/loading failure class: index 0 out of bounds from empty/size-0 tensors while loading models." + "reason": "Same concrete failure pattern: index-0 out-of-bounds with size-0 tensors during DeepSpeed ZeRO-3 loading/init, likely the same shared bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different bugs: Gemma3 sliding_window_pattern config issue vs Qwen3 MoE auto device-map CUDA assert." + "reason": "Gemma3 config attribute error and Qwen3 auto-device-map CUDA assert are different bugs." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related, but they cover different APIs and different stale references." + "reason": "Both are docs problems, but they concern different removed/changed API references." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup error vs distributed support regression; not the same underlying bug." + "reason": "Float8 storage lookup failure is unrelated to the distributed-support breakage." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU support failure vs table-question-answering task crash; unrelated." + "reason": "AMD GPU support issue and table-question-answering crash are different subsystems." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger cross-entropy path issue vs Qwen3-vl video StopIteration; different subsystems." + "reason": "Liger cross-entropy fallback bug is unrelated to the Qwen3-vl video StopIteration error." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization regression vs outdated RAG examples; unrelated." + "reason": "DeepSeek detokenization regression and outdated RAG examples are unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Gemma4 device-mapping mismatch vs Qwen3.5 video/chat-template mismatch; different code paths." + "reason": "Gemma4 device-map mismatch and Qwen3.5 video-token mismatch are different model-specific failures." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral vs Gemma4 PLE device mismatch; not the same issue." + "reason": "Voxtral processor failure is unrelated to the Gemma4 device-mismatch bug." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint-loading bug vs docs/examples update; unrelated." + "reason": "NemotronH checkpoint-loading failure and RAG documentation drift are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage vs distributed-build support regression; different failures." + "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support are different regression classes." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same AutoTokenizer v5 token-ID regression; 45920 is the broader umbrella report spanning more affected model families." + "reason": "Same tokenizer regression: 45920 is the broader multi-model report, while 45812 is the Granite-specific instance." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint/load issue vs NemotronH implementation cannot load checkpoints; different models and symptoms." + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading failure are different model issues." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params API incompatibility vs distributed support regression; unrelated." + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed-support breakage." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error vs RAG docs issue; unrelated." + "reason": "NVFP4 runtime failure and RAG docs are unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but Gemma3TextConfig/vLLM and Qwen3-MoE are different model/config bugs." + "reason": "Both mention sliding-window, but they are different model/config bugs with different failure modes." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 index errors, but one is a mask/tensor shape mismatch and the other is an empty-index out-of-bounds during BertModel init." + "reason": "Mask-shape mismatch and ZeRO-3 size-0 IndexError are different errors." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model load failure vs table-question-answering crash; unrelated." + "reason": "Whisper load failure and table QA crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash test loading failure vs Ovis2 checkpoint corruption; different model issues." + "reason": "GLM-4.7-Flash loading issue and Ovis2 checkpoint corruption are different bugs." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility vs pydantic PretrainedConfig field regression; different incompatibilities." + "reason": "Torch-version incompatibility and pydantic PretrainedConfig regression are different failures." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Tokenizer detokenization bug vs table-question-answering crash; unrelated." + "reason": "Detokenization bug and table QA crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load failure vs pydantic model field regression; unrelated." + "reason": "Whisper load failure and pydantic model regression are unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both are version-sensitive issues, but ZeRO-3 empty-index init failure and torch/transformers compatibility are not the same bug." + "reason": "ZeRO-3 loading failure and torch/transformers compatibility break are different issues." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: chat crash vs streaming inference API failure." + "reason": "Both involve Qwen3.5 chat paths, but the crash modes and code paths are not clearly the same bug." }, { - "left": "issue:45685", - "right": "issue:46304", + "left": "issue:45464", + "right": "issue:45685", "accept": false, - "reason": "MPS histogram int error in MoE vs distributed support regression; unrelated." + "reason": "Streaming chat API failure and MPS histogram-op failure are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Both are MoE-related, but grouped_mm tracing and MPS histogram failures are different code paths." + "reason": "Mixtral grouped_mm tracing error and MPS histogram_int issue are different backend bugs." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin vs Gemma3TextConfig sliding_window_pattern; unrelated." + "reason": "GenerationMixin import-path break and Gemma3 sliding_window_pattern issue are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure vs autocast dtype mismatch; different MoE bugs." + "reason": "Mixtral grouped_mm tracing failure and Phi-tiny-MoE autocast dtype mismatch are different execution-path bugs." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:44841", + "right": "issue:45084", "accept": false, - "reason": "Tied lm_head weights in Mistral3 vs Ovis2 checkpoint corruption; unrelated." + "reason": "Voxtral processor failure and non-template compile error are unrelated." }, { - "left": "issue:44841", - "right": "issue:45084", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "Processor load failure vs compile non-template nodes; unrelated." + "reason": "Mistral3 tied-weights bug and Ovis2 checkpoint corruption are different issues." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are ZeRO-3 index errors, but the reported mechanics differ: mask-shape mismatch vs empty-index out-of-bounds." + "reason": "Mask-shape mismatch and ZeRO-3 size-0 loading failure are not the same concrete bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "flash-attn fallback gating vs remote-code model_class/config_class error; unrelated." + "reason": "Flash-attn fallback gating and remote-code config_class failure are different issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLm pad_token_idx regression vs pydantic PretrainedConfig field regression; different config bugs." + "reason": "StableLm pad_token_idx regression and pydantic PretrainedConfig break are different config regressions." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers compatibility issue vs Gemma4 device mismatch; different failures." + "reason": "Torch/version compatibility and Gemma4 device-map mismatch are unrelated." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL/vLLM loading failure vs GGUF gpt-oss support request; unrelated." + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are different feature requests/issues." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 CUDA memory regression vs tied-weights translation-model issue; different bugs." + "reason": "int4 OOM regression and tied-weights translation regression are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The triage is grounded in the packet: the canonical issue choice is well-supported by the open, broader AutoTokenizer v5 regression report, and the soft-edge verdicts stay conservative overall. The two accepted pairs both have strong title-level alignment (shared exact regression/error class), while the rejected pairs are mostly kept separate for sensible model- or subsystem-specific differences." + "feedback": "The cluster summary is grounded in the packet, and the soft-edge decisions are mostly conservative. The two accepted pairs are supported by closely matching titles/failure modes: the AutoTokenizer wrong-token-IDs regression family and the similar ZeRO-3 size-0 IndexError reports. The broader canonical issue choice for issue:45920 is also reasonable given its open state and multi-model scope. No clear overstatement stands out from the provided evidence." }, "evaluator_used": true, "retried": false, @@ -847,8 +883,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -933,226 +969,226 @@ "issue:43975|issue:44292", "issue:44292|issue:45507" ], - "prepared_review_unit_hash": "5b3e321af2af67b518dfbbf07c0092ec498de914d803c8df5e35d584e9832298", + "prepared_review_unit_hash": "e066bb000481f137654a9b2254cfa22af201f3d0c3274743c691b5d2ef9f6caa", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36254, - "estimated_input_tokens": 9064, - "estimated_eval_tokens": 18384 + "serialized_chars": 36259, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A few pairs look like the same underlying regression, but most are only superficially similar and should remain separate. No PRs are present.", - "confidence": 0.67, - "canonical_issue_reason": "issue:44479 is the clearest representative of an accepted duplicate-like set: it describes the broad v5.3.0 video-input regression across several Qwen VL / Qwen3.5 variants and names the concrete broken path.", + "summary": "Mostly unrelated issue reports with a few weak duplicate candidates; only the remote-code/custom-module loading pair and the input validation/error-message pair look like the same underlying bug.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45698 is the broadest and most current report in the strongest duplicate-like pair, describing the underlying wrong-module loading behavior after save/load for custom remote-code models.", "canonical_pr_reason": null, - "best_issue_reason": "Best overall issue to anchor triage because it states a concrete regression with a wide affected surface and is the most representative of the accepted video-input bug family.", + "best_issue_reason": "issue:45698 is the best umbrella issue here: open, discussion-heavy, and it captures the general custom-module resolution problem more cleanly than the leaf-directory collision variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention mask/shape failures, but one is a generic mask-index mismatch and the other is a TRL SFT/input-embedding failure on Qwen3.5; too little evidence of the same root cause." + "reason": "Both mention IndexError shapes, but they appear to come from different paths: generic mask/index mismatch vs Qwen3.5 + TRL input embedding unpacking." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different models and different failures: grouped_mm tracing error in Mixtral vs tensor-parallel-only failure in GPT-OSS MoE." + "reason": "Different concrete bugs: grouped_mm tracing failure vs GPT-OSS tensor-parallel/MoE behavior." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "One is an autocast dtype mismatch in Phi-tiny-MoE; the other is a streaming chat/completions failure on Qwen3.5-0.8B. Different code paths." + "reason": "One is an autocast dtype mismatch, the other is a chat/completions streaming failure; same broad area, not the same bug." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support for gpt-oss is unrelated to a Qwen3.5 streaming API failure." + "reason": "gpt-oss GGUF support and Qwen3.5 streaming inference are unrelated concrete issues." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "`init_empty_weights`/_is_hf_initialized construction error is a different bug from the pydantic `PretrainedConfig` field regression." + "reason": "Different code paths: unexpected _is_hf_initialized argument during init_empty_weights vs a pydantic PretrainedConfig field regression." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and a pydantic model-field regression are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig/pydantic regression." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing on Mixtral and missing Float8 storage deserialization are different runtime failures." + "reason": "Tracing error at grouped_mm and missing Float8 storage are unrelated failures." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3.5 video token/feature mismatch." + "reason": "Both involve multimodal dtype/video problems, but one is image preprocessor dtype mismatch and the other is video feature/token count mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch/transformers version incompatibility are too broad to be the same concrete bug." + "reason": "Remote-code breakage and torch/transformers incompatibility are different failure modes." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors, but one is a mask-length mismatch and the other is a zero3/BertModel empty-tensor index error; different failure modes." + "reason": "Both are IndexErrors, but one is a mask shape mismatch and the other is a zero3/BertModel empty-shape initialization issue." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "Same Qwen video-input regression family: both describe mismatches between video features and video tokens/chat templating on Qwen3.5 variants." + "accept": false, + "reason": "Related to video input regressions, but one is a broad v5.3.0 regression across models and the other is a specific apply_chat_template token/feature mismatch." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both are SigLIP2-specific reports of bad/nonsensical outputs, suggesting the same underlying model implementation regression." + "accept": false, + "reason": "Both concern SigLIP2, but one is a comparative quality complaint and the other is a pipeline/AutoModel output problem; too weak to treat as the same bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping in AutoModelForCausalLM and uninitialized rotary embedding memory after to_empty() are different bugs." + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are different model-init bugs." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 integration and remote-code model_class/config_class lookup are separate failures." + "reason": "Flash Attention fallback behavior and remote-code model_class/config_class resolution are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different models and symptoms: Mistral-3 image dtype mismatch vs Qwen3.5 input-embedding/TRL packing failure." + "reason": "Different models and different failures: Mistral-3 image dtype mismatch vs Qwen3.5/TR L unpacking failure." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape initialization error is unrelated to Qwen3.5 input-embedding unpacking." + "reason": "FSDP weight dimensionality and Qwen3.5/TR L unpacking are not the same code-path problem." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are not the same bug." + "reason": "Unrelated model-quality reports for different architectures." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both point to remote-code/custom-module resolution loading the wrong artifact because the cache/path identity is not unique enough." + "reason": "Both describe the same remote-code/custom-module loading bug: the cache/path logic can resolve to the wrong module and load the wrong code after save/load." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization in v5 and Flash-Attn2 fallback gating are unrelated." + "reason": "A Jupyter custom-model init regression and a FlashAttention2 fallback blocker are unrelated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Untied lm_head weights in Mistral3 are not the same as translation-model tied-weight issues in v5." + "reason": "Both mention tied weights, but they appear to be different model families and likely different tie-weight code paths." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FineGrainedFP8 failure and Flash-Attn2 fallback gating are different subsystems and failure modes." + "reason": "Qwen3-MoE FP8 failure and FlashAttention2 fallback logic are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and tied-weights translation-model regressions do not share a concrete code path." + "reason": "PagedAttentionCache linear_attention failure and tied-weights regression are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Offloading/quantization behavior and tied-weight translation-model regressions are too far apart." + "reason": "Quantization/offloading behavior and tied-weights handling do not look like the same bug." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer ReLU discussion is unrelated to a documentation typo about the removed run command." + "reason": "DSA indexer implementation issue vs documentation typo." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and translation-model tied weights are different defects." + "reason": "NemotronH checkpoint loading and tied-weights regression are different problems." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed-doc-command mismatch are just documentation issues, not the same one." + "reason": "Documentation typo and docs mentioning a removed command are not duplicates." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 input-embedding unpacking and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Qwen3.5 input embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "Both are input-validation error-message bugs in the shared decoder/input-checking path; T5 is a concrete instance of the broader XOR validation problem." + "reason": "Both point to the same input_ids/inputs_embeds validation logic producing wrong or misleading error handling/messages, with 46463 looking like a T5-family instance of the broader bug." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions on different model families; same general area, but not the same underlying bug." + "reason": "Different tokenizer regressions affecting different models and different round-trip behavior." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek-Coder v1 detokenization regression and an NVFP4 loading/runtime error are unrelated." + "reason": "DeepSeek-Coder detokenization and Qwen NVFP4 runtime errors are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "NVFP4 runtime failure and GraniteMoEHybrid invalid method are different bugs." + "reason": "Different model/runtime failures with no shared concrete code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The summary matches the packet, the accepted soft edges are plausible from the titles alone, and most non-matches are conservatively rejected. No PRs are present." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft-edge pairs are plausible duplicates based on the titles and issue descriptions, and the rejected pairs are mostly justified as different concrete failure modes. No obvious overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -1168,8 +1204,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -1258,244 +1294,244 @@ "issue:42491|issue:44368", "issue:43828|issue:45823" ], - "prepared_review_unit_hash": "e555f838f81ea1a151821e8da191de576f1c86f0fb68392264a188b9d61cab82", + "prepared_review_unit_hash": "e5e326999885081b35c5b225b7eddfbd70be00da25164c43484947a64ef9bdff", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38112, - "estimated_input_tokens": 9528, - "estimated_eval_tokens": 19312 + "serialized_chars": 38113, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated model-specific bugs, tokenizer/loading regressions, and training/runtime issues. The only clearly duplicate subcluster is the Transformers v5 non-persistent-buffer regression; the tokenizer mis-tokenization pair also looks like the same underlying v5 tokenizer bug family.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43950 is the clearest root report for the Transformers 5.x non-persistent-buffer regression, and it best anchors the strongest duplicate subcluster (with 43644/44534/45902).", + "summary": "Mixed issue cluster dominated by recent Transformers v5 regression reports. Only a few soft edges look like true duplicates: non-persistent buffer corruption, SigLIP2 implementation discrepancy, and tokenizer-output regressions. Most other pairs are different model-specific failures or unrelated subsystems.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45020 is the broadest umbrella among the set: it captures the recurring theme of recent-version model-loading and remote-code breakage that several of the other reports orbit around.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best representative because it describes the core bug directly, rather than a downstream symptom or a broader follow-on report.", + "best_issue_reason": "issue:45020 is the best global representative because it is the most general and central to the cluster\u2019s repeated v5 regression pattern, even though the cluster is not a single clean duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same Transformers v5 non-persistent-buffer regression; 44534 is the same corruption/junk-buffer bug described in 43950." + "reason": "Same underlying v5 regression: non-persistent buffers are being filled with junk/corrupted on load." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example mismatch and quantization failure while the other is degraded text embeddings; not the same bug." + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure while the other is degraded text embeddings; not the same bug." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Same v5 non-persistent-buffer corruption bug; 43644 and 43950 describe the same failure mode with different wording." + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code is a different code path than non-persistent buffer corruption in from_pretrained()." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failures: a custom `compute_loss` signature mismatch vs a DeepSpeed ZeRO-3 loading index error." + "reason": "CustomTrainer compute_loss signature change and Gemma3 loading with ZeRO-3 are unrelated failures." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage incompatibilities (`_is_hf_initialized` vs missing `Float8_e4m3fnStorage`), not the same code path." + "reason": "Different quantization/back-end issues: bitsandbytes Int8Params kwargs vs missing Float8 storage object." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different model/runtime problems: autocast dtype mismatch on Phi-tiny-MoE vs RLHF instability from Qwen3.5 3D `position_ids` handling." + "reason": "Different model/pathology: autocast dtype mismatch on Phi MoE vs Qwen3.5 3D position_ids/FlashAttention crash." }, { "left": "issue:45920", "right": "issue:46489", "accept": true, - "reason": "Same tokenizer regression family in v5+; 46489 is a specific DeepSeek-Coder instance of the broader wrong-token-IDs bug." + "reason": "Both describe the same tokenizer regression in v5; 46489 looks like a specific missing-case gap in the broader AutoTokenizer bug." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "A corrupted checkpoint and a loading-noise issue are unrelated." + "reason": "Corrupted Ovis2 checkpoint and noisy loading output are not the same bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "One is a SigLIP2 embedding-quality complaint, the other is a tokenizer-version behavior change; too broad to be the same bug." + "reason": "SigLIP2 embedding quality and generic tokenization changes across versions are different issues." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2 output quality, but they describe different symptoms and no shared concrete failure path." + "reason": "Unexpected zero probabilities is not clearly the same defect as generally worse SigLIP2 text embeddings." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "Same non-persistent-buffer materialization regression; 45902's uninitialized `inv_freq` is a concrete manifestation of 43950's bug." + "reason": "Same non-persistent buffer/materialization problem: 45902 is a concrete instance of the junk-buffer regression." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Unrelated issues: bad AutoTokenizer error for Voxtral vs missing `all_tied_weights_keys` on MolmoForCausalLM." + "reason": "Bad AutoTokenizer error message for Voxtral and missing all_tied_weights_keys on Molmo are unrelated." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5 issues: FlashAttention packed-sequence misinterpretation vs CPU-offload incompatibility in rotary embedding." + "reason": "FlashAttention illegal-memory crash from packed-sequence misread is different from CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Related to SigLIP2, but one reports poor embeddings and the other reports HF/JAX parity mismatch; not clearly the same concrete bug." + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy / quality regression; one is a symptom, the other is the broader HF-vs-JAX mismatch." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different training issues: ineffective gradient checkpointing with PEFT LoRA vs higher reserved memory under int4 quantization." + "reason": "Gradient checkpointing inefficiency under LoRA and int4 quantization OOM are distinct memory issues." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different root causes: Gemma4 FSDP2 `shared_kv_states` KeyError vs Qwen3_5Moe `inv_freq` uninitialized memory." + "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to the non-persistent buffer materialization regression." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model-loading failures with no shared concrete code path." + "reason": "Different models and failures: Voxtral tokenizer error message vs glm-4v-9b load failure." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "A generic loading-noise report and a specific tokenizer/model loading failure are not duplicates." + "reason": "Generic loading noise and inability to load a specific model are not the same underlying bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "DeepSeek-Coder detokenization and a Python 3.13 flash_attn import error are unrelated." + "reason": "DeepSeek detokenization regression and Python 3.13 flash_attn import error are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Unnecessary load noise vs a specific model loading failure; not the same bug." + "reason": "Different symptoms: noisy transformer loading vs sleng-bert model loading failure." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Training with DeepSpeed causing a weight-dimension error is unrelated to early stopping metric resolution." + "reason": "DeepSpeed weight shape error and early-stopping metric handling are unrelated training issues." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both touch `remote_code`, but one is a missing-fields config bug and the other is a broad breakage claim; not the same concrete failure." + "reason": "Remote-code config missing fields is a narrower config bug, not the same as the broader remote_code breakage report." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different memory-related training problems with different mechanisms." + "reason": "LoRA gradient checkpointing inefficiency and Qwen3 MoE memory usage are different performance/memory problems." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading error and Qwen3 MoE/LoRA compatibility issue are unrelated." + "reason": "Gemma3 ZeRO-3 load crash and Qwen3 MoE FineGrainedFP8 failure are different model-specific issues." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback gating are separate subsystems and separate bugs." + "reason": "Tokenizer loading failure for est-roberta and flash-attn2 fallback gating are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing a missing model class and a bitsandbytes Int8Params constructor incompatibility are unrelated." + "reason": "Importing Qwen2_5_VL class and bitsandbytes Int8Params kwargs are different incompatibilities." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram implementation gap vs Gemma4 device-map mismatch are different errors." + "reason": "MPS histogram dtype limitation and Gemma4 device-mismatch during forward are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model-specific loading issues with no shared code path." + "reason": "Qwen3VL weight_only loading failure and a GLM5 issue are not the same bug." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model-loading failures: GLM4V load failure vs missing `all_tied_weights_keys`." + "reason": "glm-4v-9b load failure and missing all_tied_weights_keys on Molmo are different model-loading problems." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote-code breakage and a Gemma4 device mismatch are not the same issue." + "reason": "Broad remote_code breakage and Gemma4 PLE device mismatch do not share the same code path." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping helper failure and remote_code breakage are different problems." + "reason": "Tokenizer-mapping-name handling and remote_code breakage are different loader edge cases." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex patch crash and flash-attn2 fallback gating are unrelated." + "reason": "Mistral regex patch crash and flash-attn2 fallback checks are unrelated." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3/MoE/LoRA, but one is a version-compatibility break and the other is a configuration warning." + "reason": "Qwen3_moe HF4-to-HF5 LoRA compatibility and a tie_word_embeddings warning are not the same failure." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different runtime/device issues: dtype mismatch vs device-map placement mismatch." + "reason": "Different model/device issues: autocast dtype mismatch vs device_map auto mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the cluster is clearly heterogeneous, and the duplicate calls are mostly conservative. The non-persistent-buffer v5 regression subcluster is well supported by the titles, and the tokenizer regression pair is also reasonably framed as a related v5-family issue rather than overclaimed as a universal duplicate." + "feedback": "The summary is grounded in the packet and stays conservative about the mixed cluster. The chosen representative issue and the accepted soft edges are well supported by the issue titles, and the rejected pairs are not overstated." }, "evaluator_used": true, "retried": false, @@ -1511,8 +1547,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -1587,216 +1623,216 @@ "issue:41093|issue:44805", "issue:44928|issue:45588", "issue:24643|issue:30064", - "issue:44863|issue:46402", "issue:44530|issue:44863", + "issue:44863|issue:46402", "issue:43366|issue:43828", "issue:43596|issue:46515", "issue:43366|issue:43531", "issue:45325|issue:45902", "issue:45663|issue:45823" ], - "prepared_review_unit_hash": "49c326d8de779fa026a1f13201a85b863a11a0777f31c6b98b9001c1b09ecdb2", + "prepared_review_unit_hash": "1bb735262b06747b33fdaaceb9ce00cee0e5c040e56558644ce94f365280cc13", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36628, - "estimated_input_tokens": 9157, - "estimated_eval_tokens": 18570 + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous, but a few pairs look like true duplicates: stale v5 docs references, DeepSeek tokenizer regressions, the `_is_hf_initialized` init-empty-weights/typeerror path, and the identical mask-shape IndexError. Most other pairs are only loosely related by subsystem or model family and should stay separate.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella report here: it describes a general recent-version regression affecting remote-code models, which makes it the best anchor for the cluster even though most other items are narrower and not duplicates.", + "summary": "Mostly a heterogeneous set of unrelated transformers bug reports. Only a few soft pairs look like true duplicates or same-root regressions: the v5 docs cleanup, the mask/tensor shape mismatch, and the `_is_hf_initialized` load-time TypeError regression.", + "confidence": 0.74, + "canonical_issue_reason": "issue:41093 is the cleanest canonical issue because it has the most exact duplicate signal: issue:44805 repeats the same mask-vs-tensor shape mismatch with the same failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most representative issue for the overall cluster because it captures the common theme of v5 regressions breaking previously working model-loading paths, while the rest are mostly model-specific edge cases.", + "best_issue_reason": "issue:41093 is the strongest representative issue in the set because it is a precise, concrete bug report with an exact duplicate candidate and a clearly identifiable runtime failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Related regression theme, but not the same bug: one is a broad remote_code breakage, the other is a specific Kimi-K2.5 tokenizer/codec regression." + "reason": "Related tokenizer regressions, but they target different models and different failure mechanisms; too broad to treat as the same bug." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit different methods (`convert_ids_to_tokens` vs `convert_tokens_to_ids`) and different code paths." + "reason": "Both are tokenizer performance regressions, but they hit different conversion APIs in opposite directions and do not look mergeable as one fix." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs cleanup problem: both report stale references to pipeline/tasks removed in v5." + "reason": "Same underlying docs cleanup for v5 pipeline removals; both report stale summarization/translation pipeline references that should be removed." }, { "left": "issue:45488", "right": "issue:46489", - "accept": true, - "reason": "Same tokenizer regression family: DeepSeek tokenization is broken because v5/LlamaTokenizer no longer respects the tokenizer.json pre-tokenizer behavior." + "accept": false, + "reason": "Both mention DeepSeek tokenizer breakage in v5, but the affected model families and the concrete tokenizer bug differ." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Different bugs: tied `lm_head` weights in Mistral3 vs corruption of non-persistent buffers during `from_pretrained()`." + "reason": "Different problems: one is a tied-weight bug in a model class, the other is a from_pretrained buffer regression." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve model-loading APIs, but one is config unwrapping for composite multimodal configs and the other is a remote-code `config_class` attribute failure." + "reason": "Different auto-model instantiation failures: one is composite config unwrapping, the other is remote-code config_class handling." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` incompatibility during empty-weight/model materialization." + "reason": "Same `_is_hf_initialized` constructor-argument regression during model loading; both describe the same compatibility break surfacing through different loaders." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Both mention model-init/dtype/FP8-related failures, but the concrete bugs and code paths are different." + "reason": "Both involve loading/fp8 or initialization problems, but they are not the same code-path or same failure mode." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both are broad model-loading regressions, but the specific failure modes differ: remote_code breakage vs missing `config_class` on `from_pretrained()`." + "reason": "Different regression classes: tokenizer/remote-code breakage versus a remote-code model_class/config_class AttributeError." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Too generic to merge confidently; the titles suggest a Whisper run failure and a specific fbank feature-extraction issue, but not the same concrete bug." + "reason": "The Whisper report is too generic to be confidently the same bug as the specific `_torch_extract_fbank_features()` issue." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed and Qwen3-family models, but one is weight conversion/loading and the other is gradient averaging with `model_accepts_loss_kwargs=True`." + "reason": "Both involve DeepSpeed and Qwen models, but one is weight conversion/loading and the other is gradient averaging; not the same bug." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/loading regressions, but they affect different models and different failure points." + "reason": "Both are tokenizer-related, but one is a bad error message while the other is a real tokenizer loading failure on a different model." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both touch gradient checkpointing, but one is a PEFT/LoRA effectiveness bug and the other is a missing capability flag on a trust-remote-code model." + "reason": "Gradient-checkpointing issues are related, but one is a LoRA effectiveness bug and the other is a missing capability flag on a remote-code variant." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different trainer/runtime failures: an unexpected `num_items_in_batch` kwarg versus a tensor mask-shape mismatch." + "reason": "Completely different training/runtime errors: custom loss signature mismatch versus a tensor mask shape mismatch." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Similar DeepSpeed ZeRO-3 symptom, but the model variants and reported missing-weight patterns differ enough that this is not safely the same bug." + "reason": "Both are ZeRO-3 weight-loading bugs in Qwen variants, but the specific failing path and symptoms differ enough to keep separate." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Both are checkpoint/model-loading failures, but they concern different architectures with different load paths." + "reason": "Different model-loading failures with no clear shared root cause." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-input regressions, but they affect different model families and different processing stages." + "reason": "Same broad video area, but one is a multi-model regression and the other is a specific StopIteration in Qwen3-VL-embedding; not clearly the same bug." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer/model-loading issues, but the failures and targets are different." + "reason": "Both concern loading/tokenization, but one is an error-message issue and the other is a current-version model load failure for a different model." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same underlying IndexError pattern: a mask/tensor length mismatch at index 0 with the same shape-mismatch symptom." + "reason": "These are the same mask/tensor shape mismatch failure described with matching error text, so they look like direct duplicates." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different problems: RLHF NaNs from Qwen3.5 position-id/SDPA behavior versus a flash-attention AttributeError on `s_aux=None`." + "reason": "Different problems in different subsystems: RLHF gradient explosion versus flash-attention sink handling." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely unrelated: DeepSpeed training weight-shape error versus image-processor void segmentation-map handling." + "reason": "Unrelated training DeepSpeed error versus image processor segmentation-map handling." }, { - "left": "issue:44863", - "right": "issue:46402", + "left": "issue:44530", + "right": "issue:44863", "accept": false, - "reason": "Different model families and different loading failures; not the same checkpoint bug." + "reason": "Both mention Qwen3-family models, but one is a PagedAttentionCache crash and the other is a checkpoint-loading failure." }, { - "left": "issue:44530", - "right": "issue:44863", + "left": "issue:44863", + "right": "issue:46402", "accept": false, - "reason": "Same broad area of model support, but one is a PagedAttentionCache runtime crash and the other is a checkpoint-loading failure." + "reason": "Different model-loading failures with different root causes and symptom surfaces." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Both are model/runtime compatibility issues, but one is GGUF architecture support and the other is a dtype mismatch under autocast." + "reason": "Unrelated model-support request versus autocast dtype mismatch." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "No concrete overlap: ZeRO-3/Bert init failure versus torch-version incompatibility." + "reason": "Different failures: ZeRO-3 init index error versus torch-version incompatibility." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen3-related bugs: GGUF architecture support versus sliding_window behavior." + "reason": "Both mention Qwen3-MoE/OSS models, but architecture support and sliding-window behavior are distinct issues." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve positional/rotary embeddings, but the symptoms and code paths are distinct." + "reason": "Different rotary/position-id bugs in different model families; not the same underlying defect." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same Gemma4 family, but one is an FSDP2 shared-kv-state KeyError and the other is a device-mapping mismatch in forward." + "reason": "Both are Gemma4 issues, but one is an FSDP2 KeyError and the other is a device-map mismatch in forward." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the representative issue choice is reasonable. The soft-edge decisions are mostly conservative: the accepted pairs are well-supported by near-identical titles/root causes (docs pipeline removals, `_is_hf_initialized`, mask-shape IndexError) or a clearly shared tokenizer regression family, while the rejected pairs are appropriately kept separate when the concrete failure modes differ. No obvious overstatement stands out." + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The three accepted pairs have clear shared failure modes or shared docs cleanup scope, and the rejects avoid over-merging broader similarity signals. Canonical choice of issue:41093 is also supported by the near-identical mask/tensor mismatch in issue:44805." }, "evaluator_used": true, "retried": false, @@ -1812,8 +1848,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -1871,8 +1907,8 @@ "issue:43366|issue:44589", "issue:43716|issue:44560", "issue:44155|issue:45584", - "issue:43950|issue:45834", "issue:43824|issue:43957", + "issue:43950|issue:45834", "issue:42915|issue:43957", "issue:44560|issue:45685", "issue:43645|issue:43646", @@ -1893,8 +1929,8 @@ "issue:43317|issue:44756", "issue:44661|issue:44805", "issue:42491|issue:43720", - "issue:43644|issue:44534", "issue:38175|issue:39692", + "issue:43644|issue:44534", "issue:41720|issue:42915", "issue:42915|issue:44756", "issue:42491|issue:45276", @@ -1902,232 +1938,244 @@ "issue:44960|issue:44977", "issue:46459|issue:46512" ], - "prepared_review_unit_hash": "96260b857ebdddf979cce0768b06c9525effbc7295edda1bdd54886b22fb8880", + "prepared_review_unit_hash": "9b0f22e4ce345dcddd03fd6bf51d9bdb7c901f64e9b1f66a079adc4909259202", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37772, - "estimated_input_tokens": 9443, - "estimated_eval_tokens": 19142 + "serialized_chars": 37774, + "estimated_input_tokens": 9444, + "estimated_eval_tokens": 19144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions. The only clear duplicate pair is the non-persistent buffer corruption reports (43644/44534); a SigLIP2 output issue and a custom-model-init regression also look duplicate-like, but most other pairs are only broadly similar and should stay separate.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43644 is the strongest canonical anchor: it\u2019s the earliest, clearest statement of the non-persistent-buffer regression, and issue:44534 is an exact wording follow-up of the same bug.", + "summary": "This set is mostly a grab bag of unrelated Transformers regressions. The only clear duplicate/near-duplicate pockets are: non-persistent buffers getting junk values, custom model initialization breaking in v5, and a likely SigLIP2 bad-output regression. Most other soft edges are too broad or model-specific to merge.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is the strongest canonical anchor: it states the regression precisely, and #44534 is an essentially identical follow-up with the same non-persistent-buffer symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best overall issue to keep as the representative duplicate target because it has the cleanest, most specific bug description and an exact near-duplicate.", + "best_issue_reason": "issue:43644 is the best overall issue to anchor the cluster because it is specific, clearly actionable, and has the cleanest duplicate evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different failures: Deepspeed ZeRO-3/Bert shape issue vs a torch 2.4.1 incompatibility report." + "reason": "Different failure modes: deepspeed/zero3 Bert index error vs a torch-version compatibility complaint." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated topics: GGUF gpt-oss support vs Float8 storage lookup failure." + "reason": "Unrelated topics: GGUF gpt-oss support vs missing Float8 storage type." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model families and code paths: Mistral-3 image dtype mismatch vs Qwen3-VL video StopIteration." + "reason": "Different models and bugs: Mistral-3 image-preprocessor dtype mismatch vs Qwen3-VL video StopIteration." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo track embedding leak and Whisper empty transcription are different bugs." + "reason": "Both are inference bugs, but they affect different models/code paths and the symptoms are unrelated." }, { - "left": "issue:43950", - "right": "issue:45834", + "left": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "Non-persistent buffer loading regression vs Kosmos2.5 long-OCR index error; not the same bug." + "reason": "Import error for a missing class is not the same bug as meta-device loading failures." }, { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:43950", + "right": "issue:45834", "accept": false, - "reason": "Importing a missing class and meta-device loading failures are different code paths." + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index errors are different regressions." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3-MoE FP8 failure and meta-device loading breakage are separate issues." + "reason": "Qwen3Moe FP8 failure and meta-device loading bugs are distinct code paths." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-VL video StopIteration and MoE MPS int-histogram error are unrelated." + "reason": "Qwen3-VL video inference and MoE MPS histogram errors are unrelated." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both describe the same v5 regression breaking custom model initialization; the notebook mention is just a narrower manifestation." + "reason": "Both describe the same v5 custom-model initialization regression; one is just notebook-specific." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.5/TRL failures and different symptoms; not the same underlying bug." + "reason": "Different Qwen3.5/VL embedding failures with different triggers and symptoms." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to Qwen3.5 flash-attention illegal access." + "reason": "Bamba SDPA/torch.compile failure is unrelated to Qwen3.5 flash-attention illegal-memory-access." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and torch 2.4.1 incompatibility are different version-specific problems." + "reason": "Different torch-version issues affecting different subsystems; not the same bug." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py run failure is unrelated to GGUF gpt-oss support." + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin and Qwen3-MoE FP8 failure are unrelated." + "reason": "Importing GenerationMixin and Qwen3Moe FP8 failures share no concrete code path." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenization, but they target different models and likely different tokenizer bugs." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different fixes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-mismatch during forward is not the same as a generic torch 2.4.1 incompatibility." + "reason": "Gemma4 device-mismatch during forward is unrelated to a torch 2.4.1 incompatibility claim." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "add-new-model-like validation failure and Gemma4 PLE device mismatch are different issues." + "reason": "Config/mapping validation failure vs Gemma4 device mismatch; different underlying problems." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Qwen video StopIteration and a mask shape IndexError are not the same bug." + "reason": "Qwen3-VL video StopIteration and a tensor-mask shape mismatch are different errors." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model and same wrong-output symptom; the second report is a rephrasing/expansion of the first." + "reason": "Same SigLIP2 base model regression causing invalid outputs across APIs; these look like the same underlying inference bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag breakage and Kosmos2.5 OCR index errors are unrelated." + "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 OCR indexing." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Strict config blocking granite_speech and glm4v config validation are separate config problems." + "reason": "Both mention config validation, but they appear to be different model-specific validation failures." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3/Bert empty-shape index error and add-new-model-like tokenizer-mapping failure are different code paths." + "reason": "Zero3 Bert initialization and TOKENIZER_MAPPING_NAMES handling are different bugs." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Both are index/config style failures, but the Bert ZeRO-3 error is not the same bug as tokenizer-mapping validation." + "reason": "DeepSpeed/Bert zero-size index error is unrelated to add-new-model-like mapping logic." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "gpu+cpu offload dequantized-model loading and Strix Halo mmap OOM are different loading issues." + "reason": "GPU+CPU offload loading failure and mmap/OOM on Strix Halo are different issues." }, { - "left": "issue:42491", - "right": "issue:43720", + "left": "issue:44661", + "right": "issue:44805", "accept": false, - "reason": "Qwen3-MoE LoRA incompatibility and BitNet packed-weight loading are unrelated." + "reason": "Model/tokenizer mapping validation and mask/tensor shape mismatch are unrelated." }, { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Exact same bug: Transformers v5 fills non-persistent buffers with junk; 44534 is just a later re-report." + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading regressions with no shared concrete code path." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but 39692 is a docs example/model-processor mismatch and quantization issue, not the same output-corruption bug." + "reason": "SigLIP2 bad outputs and SigLIP2 docs-example errors are related only by model family, not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical reports of v5 filling non-persistent buffers with junk; this is a clear duplicate." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and Qwen3-MoE FP8 failure are different failures." + "reason": "Qwen3 auto device-map CUDA assert and Qwen3Moe FP8 failure are different problems." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3-MoE FP8 and Strix Halo mmap OOM are unrelated." + "reason": "Qwen3Moe FP8 and Strix Halo mmap OOM are unrelated." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3-MoE LoRA hf4.x/hf5.x incompatibility and Gemma4 resize_token_embeddings are different regressions." + "reason": "LoRA/qwen3_moe incompatibility and Gemma4 embedding resize behavior are unrelated regressions." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but the reports name different BERT repos and don\u2019t clearly point to one concrete shared bug." + "reason": "Both say models do not load, but the evidence is too model-specific and insufficient to confirm the same underlying bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention issues are different model/code-path failures." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both mention dtype, but one is silent dtype loss on checkpoint load and the other is stale config.dtype after from_config; different bugs." + "reason": "Silent dtype handling during AutoModelForCausalLM loading is distinct from from_config() leaving config.dtype stale." } ] }, "evaluator_result": { "accept": true, - "feedback": "The judgments are conservative and grounded in the packet. The three accepted soft pairs are plausible near-duplicates, and the rejected pairs mostly stay on the cautious side given the differing titles and symptom details. The canonical choice of issue:43644 is well supported by the exact follow-up issue:44534." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft edges are well-supported by near-identical titles/symptoms, and the rejected pairs are generally separated by model family, code path, or error type without overclaiming duplicate status." }, "evaluator_used": true, "retried": false, @@ -2143,8 +2191,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -2203,9 +2251,9 @@ "issue:43856|issue:43873", "issue:43644|issue:43645", "issue:43856|issue:44387", - "issue:43854|issue:43931", "issue:43257|issue:43854", "issue:39692|issue:43994", + "issue:43854|issue:43931", "issue:42491|issue:45292", "issue:43708|issue:44075", "issue:42491|issue:43931", @@ -2216,236 +2264,236 @@ "issue:45276|issue:45335", "issue:44910|issue:45588", "issue:44402|issue:44488", - "issue:43404|issue:43454", "issue:43425|issue:43957", + "issue:43404|issue:43454", "issue:43873|issue:44387", "issue:39692|issue:44960", - "issue:41720|issue:44155", "issue:42947|issue:45704", + "issue:41720|issue:44155", "issue:45663|issue:45759", "issue:44291|issue:44756", "issue:36010|issue:39404", - "issue:44387|issue:44756", - "issue:45663|issue:45859" + "issue:45663|issue:45859", + "issue:44387|issue:44756" ], - "prepared_review_unit_hash": "9dd6c2b5f3fc619eaf3dab73aa30fbade302cbce61e10e5c992d15535ed5ce80", + "prepared_review_unit_hash": "8ca179c307afa2ed6f369b8dfc2a401b5260a9b92128c07bf17cd0244079c660", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36205, - "estimated_input_tokens": 9052, - "estimated_eval_tokens": 18360 + "serialized_chars": 36204, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly heterogeneous. The two resize_token_embeddings and lm_head-weight-tying pairs are only model-family similarities in the packet, not strong enough to treat as confirmed duplicates or one mergeable fix, so they should remain separate.", - "confidence": 0.52, - "canonical_issue_reason": "Issue 45276 is the clearest anchor because it is a concrete, narrowly scoped resize_token_embeddings propagation bug; 45335 is related but not strong enough evidence of the same exact defect.", + "summary": "This cluster is mostly heterogeneous; the soft links are largely false positives across different models and distinct failure modes. The only pair that plausibly shares the same underlying bug is the resize_token_embeddings regression affecting nested/output embeddings in related Gemma/T5Gemma model classes.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45276 is the best canonical issue because it captures the resize_token_embeddings regression more completely, including both embed_tokens_per_layer and output_embeddings impacts.", "canonical_pr_reason": null, - "best_issue_reason": "45276 remains the best representative issue because it is the most specific and technically well-scoped item in the cluster.", + "best_issue_reason": "issue:45276 is the strongest representative of the only likely duplicate bug in this set and has the clearest, broadest symptom description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 multimodal issues, but one is ZeRO-3 loading for language_model and the other is incorrect visual-encoder save keys; different code paths." + "reason": "Same model family, but one is a ZeRO-3 load failure and the other is a save_pretrained key regression; different code paths and symptoms." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "No concrete shared bug or fix path is visible; they concern different models and different failures." + "reason": "Different models and failures; no evidence they are the same bug or mergeable change." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but the model-specific symptoms point to different underlying paths." + "reason": "Both are tokenizer-loading regressions, but they concern different models and likely different root causes." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "These are both memory/quantization adjacent, but one is training memory inefficiency and the other is offloading with quantization." + "reason": "One is Qwen3 MoE training memory usage, the other is quantization offloading; distinct issues." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "One is about non-persistent buffers, the other about notebook custom-model initialization; not the same bug." + "reason": "Both are Transformers 5.0 regressions, but they affect different subsystems and have different failure modes." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but the reported failures are different enough that a single fix is not supported by the packet." - }, - { - "left": "issue:43854", - "right": "issue:43931", - "accept": false, - "reason": "Different models and different loading failures; no shared concrete defect is evident." + "reason": "Both mention memory/OOM, but one is MoE training and the other is int4 quantization reserved memory; not the same bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "These are unrelated loading/conversion failures across different models and subsystems." + "reason": "Different models and loading scenarios; no shared concrete bug." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a docs example with multiple errors and the other is bad AutoModel/pipeline outputs; not clearly the same bug." + "reason": "Both involve SigLIP2, but one is a docs example with model/processor mismatch and quantization failure, the other is bad inference results; too different to merge." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different loading errors." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "A Qwen3 MoE compatibility issue is not the same as a resize_token_embeddings propagation bug." + "reason": "One is a Qwen3 MoE LoRA compatibility problem, the other is a generic resize_token_embeddings issue." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume math and SGD argument handling are separate issues." + "reason": "Trainer checkpoint math and SGD optimizer arguments are unrelated." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "These are different Qwen3-related failures with different symptoms and likely different fixes." + "reason": "Different model families and different failure modes." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "A model title and a quantized save/load regression do not indicate the same underlying bug." + "reason": "GLM5 is a model-specific issue, while the other is a quantization save/load regression." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but the affected models and likely root causes differ." + "reason": "Both are tokenizer regressions, but they affect different model families and do not appear to be the same underlying defect." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Saving/loading extra_state and init_empty_weights argument handling are unrelated serialization issues." + "reason": "save/from_pretrained extra_state handling and init_empty_weights/_is_hf_initialized are distinct loading bugs." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different models and different crashes; no strong evidence of one shared fix." + "reason": "Different entry points and different model/processor issues." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "They share a resize_token_embeddings bug class, but the packet only shows Gemma4 vs T5Gemma model-specific variants, not enough to confirm one bug or one mergeable fix." + "accept": true, + "reason": "Both report resize_token_embeddings failing to update downstream embeddings in related model classes; this looks like the same underlying regression." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash_attention, but one is a Qwen3.5 memory access crash and the other is an AttributeError on s_aux=None; different paths." + "reason": "Both touch flash attention, but one is a Qwen3.5 packed-sequence crash and the other is an AttributeError on sink-less models; different bugs." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch and tokenizer loading failure are different problems." + "reason": "Tokenizer/vocab-related, but one is a vocab-size inconsistency and the other is a model loading failure." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "They both involve lm_head tying, but the packet only shows Mistral3 vs AyaVision variants; that is not enough to confidently call them the same bug or one fix." + "reason": "Different compatibility problems: Torch 2.10 vs meta-device loading regressions." }, { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Torch version incompatibility and meta-device loading errors are distinct regressions." + "reason": "Both involve lm_head tying, but they concern different model architectures and are not clearly the same code-path bug." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but the specific failures differ too much to merge as one bug." + "reason": "Quantization/offload OOMs, but with different mechanisms and symptoms." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "No meaningful overlap beyond both being model-related issues." + "reason": "Completely different models and problem domains." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "A Qwen3 device-mapping crash and an AudioFlamingo3 batched inference leak are unrelated." + "reason": "Gradient checkpointing/LoRA and apex RMSNorm memory leak are unrelated." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and an Apex RMSNorm memory leak are separate problems." + "reason": "Different models and unrelated runtime failures." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 attention-state rebuilding and Qwen multimodal text_config unwrapping are different initialization bugs." + "reason": "FSDP2 shared_kv_states bug and AutoModelForCausalLM text_config unwrapping are unrelated." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected _is_hf_initialized handling and Strix Halo mmap OOM are unrelated." + "reason": "Meta-init loading TypeError and mmap OOM are different issues." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "GenerationMixin import failure and Whisper pipeline return_language regression are unrelated." + "reason": "Import error for GenerationMixin and Whisper return_language pipeline regression are unrelated." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:45663", + "right": "issue:45859", "accept": false, - "reason": "Int4 reserved-memory OOM and disabling mmap on Strix Halo are different memory issues with different causes." + "reason": "Different Qwen/Gemma bugs with different execution paths." }, { - "left": "issue:45663", - "right": "issue:45859", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 MoE CPU-offload incompatibility are separate bugs." + "reason": "Different OOM causes: quantization memory growth vs mmap on Strix Halo." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but the two accepted soft edges overstate the evidence. In both accepted pairs, the titles only show a shared bug class across different models, not enough to confidently say they are the same bug or a single mergeable fix. In particular, 45276\u219445335 is Gemma4 vs T5Gemma, and 43404\u219443454 is Mistral3 vs AyaVision; those are plausible similarities, but not conservative enough to mark true from the packet alone. The rest of the verdicts look appropriately cautious." + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative across the soft links. The lone accepted pair, issue:45276 vs issue:45335, is plausibly the same resize_token_embeddings regression across related Gemma/T5Gemma classes. The rest are appropriately rejected as different models, subsystems, or failure modes." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2457,8 +2505,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -2515,8 +2563,8 @@ "issue:44292|issue:44912", "issue:43957|issue:44756", "issue:43335|issue:45663", - "issue:44155|issue:45823", "issue:42947|issue:43381", + "issue:44155|issue:45823", "issue:44863|issue:46468", "issue:45276|issue:45292", "issue:45685|issue:46468", @@ -2543,248 +2591,248 @@ "issue:44683|issue:45823", "issue:43425|issue:45823", "issue:43425|issue:43716", - "issue:44479|issue:44805", "issue:44589|issue:45084", + "issue:44479|issue:44805", "issue:43906|issue:44530" ], - "prepared_review_unit_hash": "d0a88a5bd7125803c3028500bfede436526631cf852999066dad252097fa008c", + "prepared_review_unit_hash": "3e5ed8cfe82e0e0802c62c61148194fcbfe1b23804aa8203e9d9e8eb2fdc3bf6", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37882, - "estimated_input_tokens": 9471, - "estimated_eval_tokens": 19198 + "serialized_chars": 37886, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated bug reports. The only clear duplicate family is the resize_token_embeddings/output embedding regression affecting multiple model variants; the rest should stay separate.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45292 is the cleanest, most generic report of the shared resize_token_embeddings/output_embeddings bug, and it aligns with the model-specific variants in the cluster.", + "summary": "Most soft edges are false positives across different regressions. The only clear duplicate set is the `resize_token_embeddings` regression trio, where the generic issue is the best anchor.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45292 is the most general formulation of the shared `resize_token_embeddings` bug, while the others are model-specific manifestations.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best cluster representative because it names the core code-path problem in model-agnostic terms and sits at the center of the accepted duplicate family.", + "best_issue_reason": "issue:45292 best represents the underlying bug and can subsume the Gemma4 and t5gemma variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization/loading regressions, but they involve different models, quantization formats, and failure modes; not the same concrete bug." + "reason": "Both are model-loading/quantization regressions, but one is about NVFP4 fallback behavior and the other about MXFP4 quantization handling; different failure modes and code paths." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage and Strix Halo mmap OOM are different root causes and fixes." + "reason": "`torch.device(\"meta\")` load failures and Strix Halo mmap OOM are unrelated root causes." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Different model/configuration bugs: sparse-layer construction vs FSDP2 KeyError in Gemma4 attention." + "reason": "Sparse-layer creation with `num_sparse_encoder_layers=0` is unrelated to the Gemma4 FSDP2 `shared_kv_states` rebuild bug." }, { - "left": "issue:44155", - "right": "issue:45823", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are unrelated inference bugs." + "reason": "Both mention gradient checkpointing, but one is PEFT/LoRA ineffectiveness and the other is eval-mode incompatibility." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:44155", + "right": "issue:45823", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA behavior and the other is eval-mode usage; different issues." + "reason": "Audio track embedding leakage and Gemma4 PLE device mismatch are distinct bugs." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading failure and official Nemotron example breakage are related by model family only, not the same bug." + "reason": "NemotronH checkpoint loading failure and the broken official example are related only thematically, not the same defect." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying resize_token_embeddings regression: Gemma4-specific failure to update embeddings matches the generic output_embeddings bug." + "reason": "Same underlying `resize_token_embeddings` propagation bug; 45276 is the Gemma4-specific manifestation and 45292 is the generic report." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MPS histogram unsupported for MoE and a broken Nemotron example are different failures." + "reason": "MPS histogram-on-int error and the Nemotron example failure are unrelated." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict-config granite_speech loading are unrelated." + "reason": "Video input regression and strict config loading are different subsystems and failure modes." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and mmap OOM avoidance are not the same code-path." + "reason": "`save/from_pretrained` extra_state handling is unrelated to disabling mmap to avoid OOM." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode checkpointing and RLHF NaN explosions from 3D position_ids are different bugs." + "reason": "Gradient checkpointing in eval mode and RLHF NaN from 3D position_ids/SDPA fallback are different bugs." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different model-loading regressions: unit test loading of GLM-4.7-Flash vs Qwen3.5 save_pretrained correctness." + "reason": "GLM-4.7 unit-test loading failure is not the same as the Qwen3.5 save_pretrained regression." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load, but one is file permissions and the other is wrong module resolution after save_pretrained." + "reason": "Read-only permission propagation during `save_pretrained` is a different issue than loading the wrong custom module after save." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink-less crash and Gemma4 FSDP2 KeyError are distinct attention-path issues." + "reason": "Flash-attention `s_aux=None` crash is unrelated to Gemma4 FSDP2 `shared_kv_states` rebuilding." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and continue_final_message behavior are different tokenizer regressions." + "reason": "Tokenizer BPE-marker handling and `continue_final_message` on mistral_common are separate tokenizer bugs." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings bug, with 45335 as a model-specific report that decoder.embed_tokens is not updated." + "reason": "Same `resize_token_embeddings` bug affecting output/decoder embeddings; 45335 is the t5gemma-specific manifestation." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both are dtype-related, but one is autocast mismatch and the other is meta-device loading failure." + "reason": "Autocast dtype mismatch and `meta`-device loading failures are different problems." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks and Trainer resume max_steps calculation are unrelated." + "reason": "Custom model initialization in notebooks and `resume_from_checkpoint` max_steps miscalculation are unrelated." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and ScandiBERT loading failure are different tokenizer/model issues." + "reason": "Tokenizer vocab-size mismatch for one model and inability to load another model are not the same defect." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/load handling are separate bugs." + "reason": "Notebook custom-model initialization and `extra_state` save/load handling are different issues." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and mmap OOM avoidance are unrelated runtime problems." + "reason": "Missing Float8 storage support and Strix Halo mmap OOM are unrelated." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 incompatibility and autocast dtype mismatch are not the same concrete bug." + "reason": "Torch 2.10 incompatibility is broader environment breakage; the other is an autocast dtype mismatch in a specific model path." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are separate tokenizer regressions." + "reason": "Granite token IDs regression and slow `convert_tokens_to_ids` for slow tokenizers are different tokenizer problems." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in convert_tokens_to_ids and CodeLlama space-roundtrip regression are different issues." + "reason": "Performance regression in `convert_tokens_to_ids` and CodeLlama leading-space round-trip loss are unrelated." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language pipeline regression and version-dependent tokenization changes are unrelated." + "reason": "Whisper `return_language` pipeline regression and version-dependent tokenization changes are distinct." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both concern custom models, but one is base_model_prefix loading and the other is notebook initialization semantics." + "reason": "`base_model_prefix` loading failure and notebook custom-model initialization regression are different custom-model issues." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline return_language and from_pretrained-in-classes behavior are different bugs." + "reason": "Whisper pipeline regression and `from_pretrained` inside Python classes are unrelated." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache group-type crash and compile non-template-nodes error are unrelated." + "reason": "PagedAttentionCache invalid group type and compile-time non-template-node error are different code paths." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different failure modes." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 incompatibility and Gemma4 PLE device mismatch are unrelated." + "reason": "Torch 2.10 incompatibility is not the same as Gemma4 PLE device mismatch." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility and Mistral-3 image-preprocessor/model dtype mismatch are different bugs." - }, - { - "left": "issue:44479", - "right": "issue:44805", - "accept": false, - "reason": "Video-input regression and mask-shape IndexError are distinct code-path failures." + "reason": "Torch version incompatibility and Mistral-3 dtype mismatch are separate issues." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage error and compile non-template-nodes error are unrelated." + "reason": "Float8 storage lookup failure and compile-node type error do not share the same root cause." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression and mask-shape IndexError are different failures." + }, + { + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of issue 38071 and PagedAttentionCache crash are not the same underlying bug." + "reason": "An isolated reproduction of another issue and a Qwen3.5 cache crash are not duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative: most pairs are reasonably rejected as different bugs, and the accepted resize_token_embeddings/output_embeddings family is well supported by the titles. The chosen representative issue:45292 is a sensible generic center for that duplicate family." + "feedback": "The assessment is grounded in the packet: the only clearly supported duplicate cluster is the `resize_token_embeddings` trio (45276/45292/45335), and the chosen canonical anchor (45292) is the most general title. The remaining soft-edge rejections are conservative and consistent with the distinct failure modes suggested by the issue titles. No overstatement is evident from the provided data." }, "evaluator_used": true, "retried": false, @@ -2800,8 +2848,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -2877,29 +2925,29 @@ "issue:42796|issue:43404", "issue:36032|issue:42915", "issue:43716|issue:45084", - "issue:46285|issue:46402", "issue:32090|issue:39404", + "issue:46285|issue:46402", "issue:44737|issue:45859", "issue:44661|issue:44683", "issue:43643|issue:44530", - "issue:44451|issue:44987", "issue:43541|issue:45084", + "issue:44451|issue:44987", "issue:42915|issue:44530" ], - "prepared_review_unit_hash": "d61d21249559251a0e8f7783990b87f8cc78d864ecd5fdb0b6d87321dd8bc57c", + "prepared_review_unit_hash": "532b6810f7788c29623cfe0d532f71192629ef890ce35f48054a87938e5bab42", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36807, + "serialized_chars": 36808, "estimated_input_tokens": 9202, "estimated_eval_tokens": 18660 }, @@ -2908,192 +2956,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are unrelated model-, tokenizer-, export-, or runtime-specific regressions, so there is no single strong duplicate center. If one issue must represent the cluster, issue 43611 is the broadest loading-regression report.", - "confidence": 0.42, - "canonical_issue_reason": "Issue 43611 is the broadest and most central representative here because it describes a general Transformers 5.0 loading regression affecting models with `base_model_prefix`, which is closer to the common theme than the narrower model-specific reports.", + "summary": "The set is heterogeneous: most soft pairs only share broad vocabulary around loading, tokenizers, quantization, or tracing, but they do not look like the same underlying bug/change. I found no convincing duplicate PRs (none present) and no soft edge that should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44488 is the most representative broad regression report in the set: a current-version model load failure with active discussion, while the other items are mostly narrower, unrelated tokenizer/model/config/quantization bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best global representative for this cluster since it captures the widest class of failures among the items; the rest are mostly distinct edge cases or model-specific bugs.", + "best_issue_reason": "issue:44488 is a reasonable cluster anchor because it is a concrete, broadly phrased loading regression and has enough discussion to suggest centrality, even though it is not a true duplicate hub for the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but one is about `return_all_scores` and the other about removed pipeline tasks; different documentation issues, not the same bug." + "reason": "Both are docs-related, but one is about return_all_scores and the other about removed pipeline task names; different documentation fixes." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "One is a Torch 2.10 compatibility issue, the other is a TRL SFT trainer/model unpacking failure; no shared code-path bug." + "reason": "Torch version incompatibility and a Qwen3.5 TRL SFT embedding issue are different code paths and failure modes." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "`siglip2` bad outputs and `ModelOutput` key assignment are different failure modes in different areas." + "reason": "One is a SigLIP2 bad-output report, the other is a ModelOutput key assignment bug; not the same underlying defect." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT prediction regression and tokenizer loading for `EMBIDDIA/est-roberta` are unrelated tokenizer/model issues." + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading for est-roberta are different bugs." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export` failing on `torch_compilable_check` is a compiler/export problem; Perceiver non-default resolution is a separate model-shape issue." + "reason": "torch.export failures via torch_compilable_check are unrelated to Perceiver interpolation-positioning failures." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer method conflict and `gguf_file` loading breakage are different tokenizer/loading bugs." + "reason": "Both involve loading, but one is a T5Tokenizer special-token conflict and the other is a gguf_file/from_pretrained regression." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language return regression and MXFP4 quantization fallback are unrelated." + "reason": "Whisper return_language pipeline behavior and MXFP4 quantization fallback on git-oss-20b are unrelated." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "`extra_state` save/load handling and `from_config` unwrapping of `text_config` are different serialization/configuration issues." + "reason": "save/from_pretrained extra_state handling and AutoModelForCausalLM config unwrapping are different serialization/config bugs." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized `sinq` save/load breakage and mistral_common `continue_final_message` behavior are distinct bugs." + "reason": "Quantized-model save/load breakage and mistral_common continue_final_message handling are separate issues." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a dev0 regression in Moe model loading and the other is a weight-shape mismatch for a specific checkpoint; not the same concrete defect." + "reason": "Both mention Qwen3-VL/MoE loading, but one is a version breakage and the other is a specific weight-shape mismatch for a model checkpoint." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "An isolated reproduction of an older issue and a mistral_common prompt-format bug are not the same underlying change." + "reason": "The isolated reproduction of an older issue is not enough to prove it is the same as the specific continue_final_message tokenizer bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer failures: loading `est-roberta` vs Mistral regex patching with `fix_mistral_regex=True`." + "reason": "Different tokenizer-loading regressions: est-roberta loading versus the Mistral regex patch/backend_tokenizer crash." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "One is training memory inefficiency in Qwen3 MoE, the other is mmap-related OOM on Strix Halo; same broad symptom, different causes." + "reason": "Memory inefficiency during Qwen3 MoE training and disabling mmap on Strix Halo are not the same bug." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed zero3/BertModel indexing error and compiled flex_attention torch version failure are unrelated runtime/compiler issues." + "reason": "deepspeed zero3/BertModel index error and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Save/load `extra_state` and video-input regression in Qwen VL models are separate problems." + "reason": "extra_state save/load handling is unrelated to the Qwen video-input regression." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading `sleng-bert` and Mistral tokenizer regex patching are different tokenizer paths." + "reason": "Both are tokenizer-loading complaints, but one is a model-specific load failure and the other is a Mistral regex/backend tokenizer crash." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "`sleng-bert` loading failure and `physical-intelligence/fast` loading failure are separate model-loading regressions." + "reason": "Both are load failures, but they concern different models and likely different root causes." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are Transformers 5 loading regressions, but one is about `base_model_prefix` handling and the other about non-persistent buffers; different bugs." + "reason": "base_model_prefix loading behavior and non-persistent buffer junk-filling are separate Transformers 5 regressions." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Ignoring repository `tokenizer.json` and DeepSeek-Coder tokenizer output regression are related to tokenizers but not the same defect." + "reason": "Ignoring tokenizer.json during AutoTokenizer loading is a different tokenizer-resolution bug from DeepSeek-Coder v1 output corruption." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling and Mistral3 weight tying are different model/tokenizer issues." + "reason": "Mistral tokenizer BPE-marker handling and Mistral3 lm_head weight tying are unrelated." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer load conflict and Qwen3Moe FP8 config failure are unrelated." + "reason": "T5Tokenizer special-token conflict and Qwen3 MoE fine-grained FP8 failure are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image-preprocessor dtype mismatch and template compilation error are unrelated." + "reason": "Image preprocessor/model dtype mismatch is not the same as the template-node compilation error." }, { - "left": "issue:46285", - "right": "issue:46402", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "CLIP structure inconsistency and Sam3Model text-encoder loading are both model-loading regressions but on different architectures and code paths." + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are unrelated." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:46285", + "right": "issue:46402", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression do not share a concrete underlying bug." + "reason": "CLIP structure inconsistency and Sam3 text-encoder weight loading are different model-specific loading problems." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU device-placement bug and Qwen3_5Moe CPU-offload incompatibility are different device-management problems." + "reason": "Both involve device/offload behavior, but XLNet CPU arange placement and Qwen3_5Moe rotary embedding offload incompatibility are different code paths." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping codegen failure and flex_attention torch version failure are unrelated." + "reason": "Tokenizer-mapping add-new-model-like failure and flex_attention compilation failure are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields with `trust_remote_code=True` and PagedAttention cache crashes on `linear_attention` are different issues." + "reason": "trust_remote_code AutoConfig field loss and PagedAttentionCache linear_attention crash are different bugs." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Different model-loading failures for different checkpoints; no shared code-path evidence." + "reason": "torch dynamo grouped_mm tracing on Mixtral and template-node compilation errors are separate compiler/tracing failures." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Grouped_mm tracing failure in Mixtral and template-node compilation failure are different compiler/runtime problems." + "reason": "Different model-loading regressions for different checkpoints; no shared concrete failure mode." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both mention Qwen3-family models, but one is FP8 fine-grained config loading and the other is paged-attention cache group-type handling; not the same bug." + "reason": "Qwen3 MoE FP8 config failure and Qwen3.5 linear_attention cache crash are distinct issues." } ] }, @@ -3112,8 +3160,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -3178,8 +3226,8 @@ "issue:40444|issue:46326", "issue:36032|issue:43645", "issue:43452|issue:43482", - "issue:43317|issue:43482", "issue:45084|issue:45507", + "issue:43317|issue:43482", "issue:44987|issue:44991", "issue:43262|issue:43377", "issue:43746|issue:46326", @@ -3188,8 +3236,8 @@ "issue:43883|issue:44991", "issue:44464|issue:45987", "issue:43646|issue:44534", - "issue:43404|issue:44466", "issue:43645|issue:44534", + "issue:43404|issue:44466", "issue:44849|issue:45325", "issue:43377|issue:43819", "issue:44451|issue:45081", @@ -3201,20 +3249,20 @@ "issue:42915|issue:44589", "issue:44062|issue:44987" ], - "prepared_review_unit_hash": "5e64b6a05cf15e73449095944cf32a49920c920a2fc747d3ce14c29b8a83aff7", + "prepared_review_unit_hash": "f45cfd0c3171f128741a0ca17e8e492cad986c72310935f6549d8e1dc2660a35", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37698, + "serialized_chars": 37699, "estimated_input_tokens": 9425, "estimated_eval_tokens": 19106 }, @@ -3223,204 +3271,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly contains unrelated bug reports that only share broad Transformer/v5/loading terminology. I did not find any soft pair that looks like the same underlying issue, so all soft-edge candidates are rejected. The broadest representative issue is the generic custom-model initialization regression.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43646 is the broadest, most representative Transformers v5 regression in the set: a generic custom-model initialization breakage, which best matches the cluster\u2019s overall similarity theme.", + "summary": "Mostly unrelated closed issues with a few loose Transformer v5 regression similarities; I would not consolidate any of the proposed soft edges.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43646 is the broadest, clearest representative of the cluster\u2019s recurring v5/custom-model initialization regression theme; the other items are mostly narrower model- or feature-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best single issue to anchor this cluster because it is the most general symptom among the v5 regression reports and is more representative than the highly specific model- or backend-specific failures.", + "best_issue_reason": "issue:43646 is the most generic and self-contained issue here, so it is the best umbrella representative for related initialization regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Different problems: perplexity/eval behavior vs tokenizer backend post-processor updates." + "reason": "Different failure modes: perplexity/quality on a specific model vs tokenizer post-processor updates at runtime." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Unrelated failures: Apple Silicon warmup TypeError vs `_is_hf_initialized` flag regression." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but they describe different bugs: non-persistent buffer serialization vs custom model initialization." + "reason": "Both are v5 regressions, but one is about non-persistent buffer contents and the other about custom model initialization; not the same concrete bug." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token accounting and multimodal iterable-dataset loading are unrelated." + "reason": "Token accounting bug and multi-image iterable-dataset failure are unrelated." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both mention backends, but one is packaging extras and the other is an unsupported backend mapping entry." + "reason": "Backend packaging omission is not the same as an unsupported backend registration error for tensorflow_text." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Same audio area, but different concrete code paths and symptoms." + "reason": "Both are audio-feature related, but one is a regression from an unsupported arg and the other is a different helper-function issue." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper, but one is `batch_decode` skipping special tokens and the other is an empty-transcription/alignment failure." + "reason": "Ignoring skip_special_tokens and failing on empty transcription after align_special_tokens are different Whisper bugs." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Different model-loading errors with different missing attributes and failure modes." + "reason": "Missing all_tied_weights_keys on Molmo is unrelated to loading a specific BERT model." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different models and different features: multimodal iterable dataset loading vs `continue_final_message` handling." + "reason": "Multi-image Qwen2.5-VL dataset loading and mistral_common continue_final_message are unrelated paths." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer class-name conflict and Jupyter custom-model initialization are separate bugs." + "reason": "Tokenizer method-name conflict is not the same as notebook custom-model initialization breakage." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve GGUF loading, but one is a generic API break and the other is a specific Qwen2.5-GGUF regression." + "reason": "Both concern GGUF loading, but one is a broad from_pretrained breakage and the other is a specific Qwen2.5-GGUF failure; not clearly the same bug." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Different loading contexts: device-map dequantized offload vs Qwen2.5-GGUF failure." + "reason": "Template-compilation TypeError and GraniteMoEHybrid invalid-method calls are different issues." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are unrelated." + "reason": "Dequantized device_map offload loading and Qwen2.5-GGUF loading are distinct failure paths." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are loading regressions, but they affect different models and likely different tokenizer/model code paths." + "reason": "Both are loading failures in v5, but they target different models and likely different root causes." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate default and MIMI padding-mask batching are distinct issues." + "reason": "Sampling-rate defaulting in apply_chat_template is unrelated to batched-vs-single padding mask behavior in MIMI." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local-checkpoint loading and mistral_common `continue_final_message` are unrelated." + "reason": "PEFT/local checkpoint loading for GraniteSpeech is unrelated to mistral_common continue_final_message." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8 config loading failure and template compilation failure do not share the same bug." + "reason": "FineGrainedFP8Config failure and non-template-node compilation error are not the same code-path problem." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unnecessary loading noise and a Mistral regex patch crash are different issues." + "reason": "Loading noise/logging is unrelated to the Mistral regex patch crash." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "No substantive overlap beyond both being model-loading failures." + "reason": "Molmo tied-weights attribute error and tokenizer loading for EMBEDDIA/est-roberta are unrelated." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency and `StaticCache.get_seq_length()` type mismatch are different code paths." + "reason": "Chunked generation inconsistencies and StaticCache sequence-length type mismatch are different bugs." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are v5-related custom-model regressions, but one is initialization and the other is buffer serialization." + "reason": "Related v5 init regressions, but one is broad custom-model initialization and the other is specifically junk-filled non-persistent buffers." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter notebook custom-model initialization and buffer initialization junk are adjacent but not the same concrete bug." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Related to tied weights, but one is untied weights in a model class and the other is device-dependent serialization behavior." + "reason": "Untied lm_head weights and device-dependent serialization of lm_head.weight are different symptoms and not clearly one bug." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model bugs with different mechanisms." + "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope-index scaling bug are unrelated." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI batching/padding and DAC latent/STE behavior are unrelated." + "reason": "Batched-vs-single padding-mask mismatch and DAC.from_latents vs forward mismatch are different model-specific inconsistencies." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model loading failures with different root causes." + "reason": "A model load failure for ScandiBERT is unrelated to a Mistral regex patch crash." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both touch v5/init behavior, but the failures are different: FP8 config vs unexpected `_is_hf_initialized` argument." + "reason": "FP8-config failure and unexpected _is_hf_initialized argument during init_empty_weights are different initialization bugs." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different models and different symptoms: nonsensical predictions vs image-size mismatch." + "reason": "Nonsensical SigLIP2 outputs and OmDet-Turbo processor size mismatch are unrelated vision issues." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different loading bugs for different models/tokenizers." + "reason": "Different affected models and different failure mechanisms: loading a model vs tokenizer regex patching." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping configuration and token-count tracking are unrelated." + "reason": "Early stopping metric selection and num_input_tokens_seen not updating have no common underlying bug." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer load conflict and MobileLLM key error are different failures." + "reason": "T5 tokenizer special-token conflict is unrelated to loading facebook/MobileLLM-125M." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both involve newer v5/FP8-related regressions, but the specific errors and affected subsystems differ." + "reason": "FineGrainedFP8Config failure is unrelated to the Float8 storage lookup error." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword conflict and model-loading failure for a specific model are not the same bug." + "reason": "AddedToken special-arg conflict and loading physical-intelligence/fast are different tokenizer/model-loading failures." } ] }, @@ -3439,8 +3493,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -3509,8 +3563,8 @@ "issue:45812|issue:46491", "issue:44403|issue:44991", "issue:43632|issue:44756", - "issue:43381|issue:45923", "issue:43792|issue:44589", + "issue:43381|issue:45923", "issue:42796|issue:43746", "issue:33666|issue:40444", "issue:44291|issue:44589", @@ -3520,217 +3574,224 @@ "issue:43482|issue:43525", "issue:35707|issue:40444", "issue:43482|issue:45538", + "issue:43632|issue:44534", "issue:41553|issue:43582", - "issue:43632|issue:44534" + "issue:43531|issue:44291" ], - "prepared_review_unit_hash": "eff243808bda245775a5482ee86bfa192b114af6b302f128646db0275f40be7b", + "prepared_review_unit_hash": "3900eff2bc4e39cc0ee127ee773aa734478ea643bbf55588f7fe0226785f63e2", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35649, - "estimated_input_tokens": 8913, - "estimated_eval_tokens": 18082 + "soft_pair_count": 30, + "serialized_chars": 35940, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated; only the Qwen3.5 `save_pretrained` regression pair looks like a true duplicate. The rest span distinct models, APIs, and failure modes, so they should stay separate.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45216 is the best canonical representative: it describes the broader Qwen3.5 `save_pretrained` checkpoint regression, and 45357 looks like a narrower follow-up on the same serialization path (incorrect visual encoder keys).", + "summary": "This cluster is mostly heterogeneous Transformer/v5-regression issues with one plausible duplicate pair around Qwen3.5 save_pretrained checkpoint keys. No PRs are present.", + "confidence": 0.59, + "canonical_issue_reason": "issue:45216 is the best canonical issue here: it describes the broader Qwen3.5 save_pretrained regression, and issue:45357 reads like a narrower follow-up on the same checkpoint-key problem.", "canonical_pr_reason": null, - "best_issue_reason": "45216 is the strongest issue candidate overall because it is the broader, earlier regression report and subsumes the narrower 45357 symptom.", + "best_issue_reason": "issue:45216 is the clearest concrete bug report in the only near-duplicate subcluster, so it is the best representative issue for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Both mention generation/caching behavior, but one is a broad per-token performance complaint and the other is a `get_seq_length()` contract issue; not the same bug." + "reason": "Different problems: generation sync/dispatch overhead vs. StaticCache return-type contract." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "`torch.export` with `torch_compilable_check` is unrelated to a processor/model input-size mismatch." + "reason": "Unrelated bugs: torch.export with torch_compilable_check vs. OmDet processor image-size mismatch." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different models and different failures: Llava Next loading segfault vs Qwen3OmniMoe video-input `ValueError`." + "reason": "Both are multimodal failures, but on different models and different failure modes; not the same bug." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen-VL/video-related, but one is a broad video regression across several models while the other is a still-image `position_ids` scaling bug in Qwen2.5-VL." + "reason": "Different Qwen2.5-VL regressions: video-input handling vs. still-image temporal position_id scaling." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same model and same `save_pretrained` serialization path; 45357 reads like a narrower symptom of the broader Qwen3.5 checkpoint corruption reported in 45216." + "reason": "Same underlying Qwen3.5 save_pretrained regression; 45357 appears to be a later, narrower report about incorrect visual encoder keys." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method-name conflict is unrelated to the Qwen3 auto-device CUDA assert." + "reason": "Tokenizer load error and CUDA assert in device mapping are unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window handling for Qwen3-MoE is unrelated to strict config loading for GraniteSpeech." + "reason": "Different subsystems and symptoms: Qwen3-MoE sliding_window vs. strict config loading for granite_speech." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Both involve tokenizers in v5, but one is a load failure for a specific model and the other is a performance regression in `convert_tokens_to_ids`." + "reason": "Both concern tokenizers in v5, but one is a loading regression and the other is a performance regression; not the same bug." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility is unrelated to loading noise during transformer initialization." + "reason": "Torch version incompatibility is unrelated to noisy loading logs." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM is unrelated to Qwen3-MoE sliding-window behavior." + "reason": "Different model families and failures: PaddleOCR-VL load in vLLM vs. Qwen3-MoE sliding_window behavior." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction failure is unrelated to compiled flex attention on newer torch versions." + "reason": "Audio feature extraction issue and compiled flex_attention failure are unrelated." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "`base_model_prefix` loading failure and non-persistent buffer corruption are distinct v5 regressions with different code paths." + "reason": "One is a base_model_prefix loading regression, the other is non-persistent buffer corruption; different code paths." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure is not the same as the still-image temporal position-id scaling bug." + "reason": "Both involve Qwen2.5-VL, but one is finetuning with multiple images per prompt and the other is still-image position_id scaling." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Different tokenizers and different symptom classes: wrong Granite token IDs vs CodeLlama leading-space round-trip regression." + "reason": "Different tokenizer bugs affecting different models and behaviors; not mergeable as one fix." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "General loading noise is not the same as a concrete tokenizer load failure." + "reason": "Generic loading noise vs. a specific tokenizer loading failure are not the same underlying bug." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "`_is_hf_initialized` regression is unrelated to mmap/OOM behavior on Strix Halo." + "reason": "Unrelated regressions: _is_hf_initialized handling vs. mmap/OOM on Strix Halo." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Eval-mode gradient checkpointing behavior is not the same as a missing `supports_gradient_checkpointing` flag." + "reason": "Whisper model runtime failure and Float8 storage lookup error are unrelated." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Whisper runtime failure is unrelated to the Float8 storage-object error." + "reason": "Eval-mode gradient checkpointing misuse is not the same as missing supports_gradient_checkpointing metadata." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are different issues." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen-VL training issues, but one is multi-GPU training and the other is multi-image prompt handling; not the same bug." + "reason": "Both are Qwen2-VL family training issues, but they concern different model versions and distinct data-path failures." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument during init-empty-weights is unrelated to missing Float8 storage registration." + "reason": "init_empty_weights argument compatibility is unrelated to float8 storage resolution." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "`ModelOutput` key assignment bug and Gemma-4 FSDP2 `shared_kv_states` `KeyError` are different problems." + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states rebuilding are different bugs." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on a benchmark model is unrelated to Whisper `batch_decode` ignoring `skip_special_tokens`." + "reason": "Perplexity regression and Whisper batch_decode special-token handling are unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to a downstream accuracy regression in DeepSeek-R1-Distill-Llama-8B." + "reason": "Tokenizer BPE-marker handling is unrelated to DeepSeek accuracy regression." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading under v5 and Llama4 `pad_token_id` missing are distinct model/config loading issues." + "reason": "Different model-loading failures: GGUF/v5 compatibility vs. missing pad_token_id on Llama4Config." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to finetuning with multiple images per prompt." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer `model_max_length` misuse are different tokenizer/model-loading bugs." + "reason": "GGUF loading regression and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions affecting different internals; not the same code path." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "AutoTokenizer error messaging for Voxtral is unrelated to Apple Silicon `caching_allocator_warmup` `TypeError`." + "reason": "AutoTokenizer Voxtral error message and Apple Silicon TypeError are unrelated." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "These are separate v5 regressions affecting different internals: HF init flags vs non-persistent buffers." + "reason": "Different compatibility problems: Qwen3-MoE sliding_window vs. init_empty_weights/_is_hf_initialized." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and conservative in the soft-edge calls. The only accepted pair, issue:45216 vs issue:45357, is reasonably supported by the titles as the same Qwen3.5 save_pretrained regression path, and the rest of the rejections stay on the safe side without overclaiming duplicates." + "feedback": "Grounded overall: the summary stays within the packet, correctly notes that the cluster is mostly heterogeneous, and the only accepted soft-edge pair (45216/45357) is reasonably conservative given their shared Qwen3.5 save_pretrained/key-regression framing. No PRs are present, as stated." }, "evaluator_used": true, "retried": false, @@ -3746,8 +3807,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -3763,7 +3824,6 @@ "issue:43454", "issue:43482", "issue:43493", - "issue:43531", "issue:43611", "issue:43632", "issue:43644", @@ -3781,6 +3841,7 @@ "issue:44291", "issue:44462", "issue:44466", + "issue:44479", "issue:44534", "issue:44568", "issue:44829", @@ -3796,30 +3857,30 @@ "issue:45701", "issue:45800", "issue:45812", + "issue:45823", "issue:45834", "issue:46402" ], "soft_pairs": [ "issue:43317|issue:43856", - "issue:43531|issue:44291", "issue:42175|issue:45542", "issue:43421|issue:44568", "issue:44829|issue:45479", - "issue:44079|issue:44534", "issue:41720|issue:45081", - "issue:43818|issue:46402", + "issue:44079|issue:44534", "issue:44462|issue:45812", + "issue:43818|issue:46402", "issue:43818|issue:45357", "issue:43611|issue:43646", "issue:43377|issue:45491", - "issue:43644|issue:44079", "issue:42175|issue:43296", + "issue:43644|issue:44079", "issue:43749|issue:44079", "issue:44265|issue:45072", "issue:43792|issue:43957", - "issue:43454|issue:44466", "issue:45325|issue:45381", "issue:43493|issue:43994", + "issue:43454|issue:44466", "issue:40444|issue:45381", "issue:45325|issue:45834", "issue:42915|issue:43482", @@ -3828,198 +3889,217 @@ "issue:43873|issue:45701", "issue:43701|issue:45325", "issue:42796|issue:45381", - "issue:43296|issue:45800" + "issue:43296|issue:45800", + "issue:44479|issue:45823" ], - "prepared_review_unit_hash": "81a98c3c684600504f736b889d2648128c660c7f77e7009956b62e44545ca7c5", + "prepared_review_unit_hash": "c85596188b33837ecaa32ac92b1aa5912795ea2a0cd60992c106e0f1b316ed12", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36010, - "estimated_input_tokens": 9003, - "estimated_eval_tokens": 18262 + "serialized_chars": 36631, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the soft links are largely topical rather than true duplicates. The safest anchor is the high-activity quantization/offloading report #43873, but the only clearly conservative stance on the proposed soft edges is to reject them absent stronger body-level overlap.", - "confidence": 0.74, - "canonical_issue_reason": "#43873 has the strongest discussion/inbound-reference signal and is a broad, representative issue in an otherwise mixed cluster, so it is the best canonical issue anchor for triage.", + "summary": "Most edges are loose theme matches rather than duplicates. The Qwen2.5-VL pair (45325/45381) is the closest match, but with only titles available it is best treated as a related report pair, not a confirmed duplicate/root-cause merge.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 45325 is the most code-path-specific Qwen2.5-VL report, but the available evidence is only enough to treat it as the best representative for the position-id regression family, not as a proven superset of 45381.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 is the highest-signal issue here; it is broad enough to serve as the cluster representative even though the set is not a tight duplicate group.", + "best_issue_reason": "Issue 45325 is the strongest single representative because it names the `get_rope_index` position-id scaling path directly; 45381 appears related, but the packet does not establish a shared root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different bugs: device_map/offload loading failure vs Qwen3 MoE training memory usage." - }, - { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Both are v5 regressions, but they affect different code paths and symptoms; not the same concrete bug." + "reason": "Both involve memory/offload behavior, but one is a device-mapping load failure and the other is MoE training memory usage; different bugs." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both mention TF/backends, but one is packaging/install coverage and the other is a runtime backend error; not a duplicate." + "reason": "Both touch TensorFlow packaging/backend availability, but one is install extras metadata and the other is a runtime undefined-backend error." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Related tokenizer/runtime symptoms, but the packet does not establish the same underlying bug; keep this conservative." + "reason": "One is runtime post-processor refresh for special tokens; the other is a tokenizer-specific BOS/EOS regression. Related area, not the same bug." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different failure modes: flash_attention_3 training degeneration vs single-label zero-loss behavior." - }, - { - "left": "issue:44079", - "right": "issue:44534", - "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk filling are unrelated regressions." + "reason": "Different failure modes: flash-attention training degradation vs. binary classification with `num_labels=1` producing zero loss." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Different models and code paths: auto device-map cuda assert vs Mistral regex patch crash." + "reason": "Unrelated code paths: Qwen3 device-mapped CUDA assert vs. Mistral tokenizer regex patch crash." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight issue is unrelated to Sam3Model text-encoder loading." + "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate internals with different symptoms." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Tokenizer-loading and tokenizer-id regression are only loosely related; titles/metadata do not establish a shared concrete bug." + "reason": "Both mention tokenizer loading, but one is ignoring `tokenizer.json` while the other is a Granite token-ID regression; not clearly the same defect." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and mechanisms: Video-LLaVA tower wiring vs. Sam3 text-encoder weight loading." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different model-specific regressions: Video-LLaVA tower/temporal attention vs Qwen3.5 visual-encoder save_pretrained keys." + "reason": "Both are vision-model issues, but one is Video-LLaVA architecture wiring and the other is Qwen3.5 save/load key naming." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 init/load issues, but they are distinct bugs affecting different initialization behavior." + "reason": "Both involve Transformers v5 model lifecycle changes, but one is `base_model_prefix` loading and the other is custom initialization; too broad to merge." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Missing padding-mask support in MIMI is not the same as Gemma3 mixed-length NaNs." + "reason": "Both concern batching/padding effects, but they affect different models and different failure modes (output mismatch vs. NaNs)." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend installation issue vs. a vLLM model-load failure for PaddleOCR-VL; not the same bug." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk filling is unrelated to ModelOutput key assignment." + "reason": "Non-persistent buffer serialization and ModelOutput key handling are unrelated implementation details." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43749", + "right": "issue:44079", "accept": false, - "reason": "Backend packaging/install issues are unrelated to PaddleOCR-VL model loading in vLLM." + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment do not share a code path." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check failure and bf16 dtype mismatch are different problems." + "reason": "`torch.export` / `torch_compilable_check` failure is unrelated to dtype mismatch during bfloat16 inference." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper loading failure and meta-device loading regression are not the same bug." + "reason": "Both are loading/runtime issues, but one is Whisper execution and the other is `torch.device(\"meta\")` initialization breakage." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen2.5-VL position IDs in 5.3.0, but the packet only provides titles; it does not prove a shared root cause or that one report subsumes the other, so this is related but not a confirmed duplicate." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is an HF-vs-JAX discrepancy and the other is nonsensical outputs via AutoModel/pipeline; not enough to call duplicates." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a model-specific tie omission and the other is device-dependent serialization." + "reason": "Both mention `lm_head.weight`/weight tying, but one is a model-specific tie failure and the other is a device-dependent serialization regression." }, { - "left": "issue:45325", + "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "These are related Qwen2.5-VL position-id regressions, but the packet does not establish that they are the same underlying defect." + "reason": "Both involve Qwen2.5-VL vision inputs, but one is finetuning with a multi-image IterableDataset and the other is video `vision_position_ids`; different concrete bugs." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 OCR long-input index error are unrelated." + "reason": "Qwen2.5-VL position IDs and Kosmos2.5 OCR long-input indexing are unrelated." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3MoE FP8 failure and Qwen2.5-GGUF v5 loading failure are unrelated." + "reason": "Different model families and different failure classes: FP8 config support vs. GGUF loading under Transformers v5." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and strict granite_speech config loading are different regressions." + "reason": "`init_empty_weights` argument handling and strict config loading are separate compatibility issues." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized handling and bf16 dtype mismatch are unrelated." + "reason": "`_is_hf_initialized` flag handling and bfloat16 dtype mismatches are distinct regressions." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized offloading behavior and tokenizer changes across versions are different issues." + "reason": "Quantization/offloading behavior and tokenization-version changes are not the same underlying bug." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL positional-id computation." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are unrelated." + "reason": "Tokenizer BPE-marker handling and Qwen video position IDs are different subsystems." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and torch/transformers version incompatibility are not the same bug." + "reason": "PaddleOCR-VL loading in vLLM and torch/Transformers version incompatibility are different issues." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-specific regressions, but one is Qwen video-input handling and the other is Gemma4 PLE device placement." } ] }, "evaluator_result": { "accept": false, - "feedback": "The triage summary is mostly grounded, but several soft-edge acceptances are too strong for the evidence in the packet. In particular, 43421\u219444568, 44462\u219445812, and 45325\u219445381 are not established duplicates from titles/metadata alone; they look related at best, and the packet\u2019s soft-pair signal is explicitly non-deterministic/negative. Please keep those verdicts conservative (false or maybe-related, not accepted) unless there is stronger body-level evidence." + "feedback": "The summary is a bit too strong for the evidence in the packet. The only accepted pair, issue:45325 vs issue:45381, is plausibly related because both concern Qwen2.5-VL position IDs in 5.3.0, but the packet only gives titles; it does not establish a shared root cause or that one subsumes the other. Phrasing like \"cleanest root-cause report\" and \"same regression family\" overstates what can be concluded from the available data. The other rejections are conservative and fine, but this one needs to be softened to a related/not-confirmed-duplicate stance." }, "evaluator_used": true, "retried": true, @@ -4035,8 +4115,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -4070,7 +4150,7 @@ "issue:43883", "issue:44186", "issue:44265", - "issue:44479", + "issue:44387", "issue:44488", "issue:44534", "issue:44568", @@ -4079,6 +4159,7 @@ "issue:44991", "issue:45072", "issue:45584", + "issue:45704", "issue:45759", "issue:45823", "issue:45920", @@ -4089,7 +4170,6 @@ "issue:46315" ], "soft_pairs": [ - "issue:44479|issue:45823", "issue:43606|issue:44265", "issue:43262|issue:43746", "issue:40990|issue:45584", @@ -4099,8 +4179,8 @@ "issue:43454|issue:43550", "issue:43606|issue:43819", "issue:39692|issue:40444", - "issue:44186|issue:44265", "issue:41720|issue:45823", + "issue:44186|issue:44265", "issue:46305|issue:46315", "issue:43377|issue:44610", "issue:43257|issue:45923", @@ -4118,216 +4198,217 @@ "issue:41720|issue:43322", "issue:43526|issue:43883", "issue:36331|issue:42617", - "issue:43881|issue:44991" + "issue:43881|issue:44991", + "issue:44387|issue:45704" ], - "prepared_review_unit_hash": "fa3c2e8c5ac34900f39046796677e2e813f7d5264d13399eff03257ac50692a5", + "prepared_review_unit_hash": "9cb385d2d582585269e3cb3dc8da405622eea04403bc110d4ae3992f6a9305a0", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36268, - "estimated_input_tokens": 9067, - "estimated_eval_tokens": 18390 + "serialized_chars": 36835, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a grab-bag of unrelated issues across tokenization, loading, quantization, multimodal processors, training, and offloading. None of the soft pairs look like true duplicates or the same concrete fix; they mostly share only broad subsystem keywords. The broadest and most discussion-heavy issue is 43873, but it is still not a duplicate of the others.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43873 is the broadest active report in the set and has the most follow-on discussion/references around offloading/quantization, so it is the best umbrella candidate, though it does not actually duplicate the other issues.", + "summary": "The items are a heterogeneous set of unrelated issues; none of the proposed soft pairs are strong duplicates, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue emerges: the cluster spans unrelated tokenizer, loading, quantization, training, and model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most representative/open issue by scope and activity, but only as a broad umbrella; it is not a true duplicate target for the other items.", + "best_issue_reason": "There is no single issue that subsumes the rest; at best these are separate model- or subsystem-specific regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44479", - "right": "issue:45823", - "accept": false, - "reason": "Different models and failures: a video-input regression in Qwen VL family vs a Gemma4 PLE device-mismatch during forward." - }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Bark CPU-offload device mismatch and torch.export failure with torch_compilable_check are unrelated code paths." + "reason": "CPU offload device mismatch in Bark is unrelated to torch.export/torch_compilable_check failures." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are distinct bugs." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity on gpt-oss-20b and Whisper empty-transcription generation failure do not share the same underlying defect." + "reason": "Perplexity on gpt-oss-20b and Whisper empty-transcription failures are different model/code paths." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Inputs_embeds/past_key_values generation issue is unrelated to Qwen3 auto device-map cudaErrorAssert." + "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device-map cuda asserts." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset failure is a different feature path from progressive generation with past_key_values." + "reason": "Bark voice_preset handling and progressive generation with past_key_values are unrelated." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they concern different models and likely different tokenizer/model initialization failures." + "reason": "glm-4v-9b loading failure and sleng-bert tokenizer loading failure are separate issues." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight-tying in AyaVision and torch.compile+SDPA failure in Bamba-9B-v2 are unrelated." + "reason": "weight tying bug in AyaVision is unrelated to Bamba SDPA torch.compile failures." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU-offload device mismatch in Bark-small is not the same as DAC from_latents vs forward mismatch." + "reason": "Bark CPU offload mismatch does not match DAC.from_latents vs forward inconsistency." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "A documentation/example mismatch in SigLIP2 is unrelated to Qwen2.5-VL fine-tuning with iterable multi-image batches." + "reason": "SigLIP2 docs/example errors are unrelated to Qwen2.5-VL iterable-dataset multi-image finetuning." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and torch.export failures are different subsystems and failures." + "reason": "Both mention device mapping, but they affect different models and different failure modes." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Both mention device_map=auto, but the concrete failures and models differ; not the same bug." + "reason": "LayoutLMv2Tokenizer crashes are unrelated to export failures involving torch_compilable_check." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "A sliding-window mask off-by-one is unrelated to tokenizer speed regression." + "reason": "Moonshine streaming mask off-by-one and tokenizer conversion slowdown are different regressions." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask behavior and OmDet-Turbo image-size mismatch are unrelated." + "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading and a missing gradient-checkpointing flag are distinct issues." + "reason": "Qwen3 MoE weight-conversion/loading bug is unrelated to missing gradient-checkpointing flag." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS for a specific tokenizer while the other is wrong token IDs across several models; not the same concrete fix." + "reason": "Both are tokenizer regressions, but the affected models and symptoms differ substantially." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head weight tying and bfloat16 dtype mismatches are unrelated." + "reason": "AyaVision weight tying and bfloat16 dtype mismatches are separate problems." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + "reason": "Ministral tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve loading/offloading, but one is dequantized model loading with device_map=auto and the other is a broader quantization/offload issue; not clearly the same bug." + "reason": "Dequantized model offload loading and generic quantized offloading issues are not the same concrete bug." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are different code paths." + "reason": "AyaVision lm_head tying bug is unrelated to BitNet packed-weight unpacking during loading." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI batched-padding-mask bug and Perceiver non-default-resolution failure are unrelated model components." + "reason": "MIMI batch-padding behavior is unrelated to Perceiver non-default-resolution failures." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a language-model eval and ineffective gradient checkpointing with LoRA are different problems." + "reason": "High perplexity evaluation and ineffective gradient checkpointing are different concerns." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 failure are unrelated." + "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU-efficient loading and non-persistent buffer initialization junk are not the same concrete defect." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk initialization are distinct loading bugs." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in a config and failure to unwrap text_config for composite multimodal configs are distinct." + "reason": "StableLm pad_token_idx regression is unrelated to composite Qwen text_config unwrapping." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segfault on load and sinq quantized save/load breakage are unrelated." + "reason": "Llava Next loading segfault and sinq save/load breakage are different code paths." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different models and symptoms: Qwen3 auto device-map cudaErrorAssert vs Llava Next loading segfault." + "reason": "Qwen3 device-map cuda asserts and Llava Next segfaults are unrelated failures." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and Molmo missing all_tied_weights_keys are unrelated." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weights attribute error." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature mismatch and 3d_parallel.py runtime failure are different issues." + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to 3d_parallel.py runtime failure." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "GLM-4V loading failure and EMBEDDIA/est-roberta tokenizer loading regression are separate model/tokenizer problems." + "reason": "Different tokenizer-loading failures affecting different models; not the same underlying bug." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA memory regression and T5 apex RMSNorm leak are separate memory issues." } ] }, @@ -4346,8 +4427,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -4376,7 +4457,7 @@ "issue:43873", "issue:44008", "issue:44186", - "issue:44387", + "issue:44361", "issue:44423", "issue:44466", "issue:44610", @@ -4394,24 +4475,22 @@ "issue:45632", "issue:45684", "issue:45701", - "issue:45704", "issue:45823", "issue:46291", "issue:46402", "issue:46665" ], "soft_pairs": [ - "issue:44387|issue:45704", - "issue:44466|issue:45357", "issue:41720|issue:44977", "issue:36331|issue:42915", + "issue:44466|issue:45357", "issue:44877|issue:44991", "issue:43450|issue:45701", "issue:40990|issue:45701", "issue:43065|issue:46402", - "issue:44186|issue:45072", - "issue:43873|issue:44756", "issue:41720|issue:42617", + "issue:43873|issue:44756", + "issue:44186|issue:45072", "issue:26413|issue:28530", "issue:43550|issue:43720", "issue:43577|issue:43708", @@ -4420,9 +4499,9 @@ "issue:43550|issue:43606", "issue:43646|issue:46665", "issue:44186|issue:44610", - "issue:44610|issue:44898", "issue:44008|issue:45823", "issue:42915|issue:43317", + "issue:44610|issue:44898", "issue:36010|issue:42617", "issue:44423|issue:45406", "issue:45632|issue:45684", @@ -4431,222 +4510,223 @@ "issue:43531|issue:43572", "issue:44671|issue:44743", "issue:42915|issue:46291", - "issue:36331|issue:41720" + "issue:36331|issue:41720", + "issue:44186|issue:44361" ], - "prepared_review_unit_hash": "60a5a47097de6ebc1094993e94a11b6688bd34b67cc03a6b694511c4051fca14", + "prepared_review_unit_hash": "2da19d6f7181088c343052b671db5ae11609223edd65766a43ac8db168aaf589", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37112, - "estimated_input_tokens": 9278, - "estimated_eval_tokens": 18812 + "serialized_chars": 36498, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most links are superficial topical overlaps (same model family, same subsystem, or same symptom class) rather than true duplicates. I would not merge any of the soft-edge pairs.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical issue exists for this cluster; the items span unrelated bugs across training, loading, quantization, processors, serving, and model-specific regressions, so the similarity edges are too weak to justify a single duplicate target.", + "summary": "No soft pair looks like a true duplicate at the concrete bug/change level; most are only loosely related by subsystem or symptom. I\u2019d use issue #43873 as the best overall issue anchor because it is active, broadly scoped, and has the strongest discussion/reference signal, but there is no PR candidate here.", + "confidence": 0.72, + "canonical_issue_reason": "#43873 is the most central and actionable issue in the set: it is open, broadly framed around offloading/quantization behavior, and has the strongest external reference signal.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the broadest and most central-looking report in the set (generic version/tokenization regression with multiple references), but it still only fits a small subset of the items and is not a true umbrella for the cluster.", + "best_issue_reason": "#43873 has the best combination of scope, activity, and likely downstream relevance for anchoring this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44387", - "right": "issue:45704", - "accept": false, - "reason": "Both are memory-related, but one is an int4 quantization/OOM regression and the other is a T5/apex RMSNorm leak; different models and different code paths." - }, - { - "left": "issue:44466", - "right": "issue:45357", - "accept": false, - "reason": "Both involve save/serialization, but one is tied-weight serialization and the other is incorrect visual encoder keys for Qwen3.5; not the same bug." - }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Same Qwen family, but multi-GPU training failure and flash-attention generation failure are distinct issues with different failure modes." + "reason": "Different models and failures: multi-GPU training vs flash-attention generation; too broad to be the same bug." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "A trainer API compatibility error and a FineGrainedFP8 model failure are unrelated." + "reason": "Unrelated code paths: custom trainer compute_loss signature vs Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/pretrained-related regressions, but they are different model-specific serialization bugs with different affected keys." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Both are loading regressions, but they affect different objects (config vs tokenizer) and different failure causes." + "reason": "Config-loading failure and tokenizer-loading failure are distinct issues affecting different artifacts." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape handling is unrelated to a broad tokenization-behavior change." + "reason": "Video processor batch shape bug vs tokenizer behavior change; not the same underlying defect." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity may be influenced by tokenization, but this is not the same concrete regression as a general tokenization change." + "reason": "Perplexity regression on a model does not match a tokenizer-version-change issue, even if tokenization may be involved indirectly." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Both touch Sam3, but one is a dummy Conv2d in the pixel decoder and the other is missing text encoder weights; different components." + "reason": "Both are Sam3-related, but one is a dummy Conv2d choice and the other is missing text-encoder weight loading; different fixes." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Tokenizer crashes and dtype mismatches are unrelated." + "reason": "Completely different training/runtime problems and model contexts." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both mention memory/offload, but one is quantization offloading behavior and the other is mmap-related OOM on a specific platform." + "reason": "Both mention memory/offloading, but one is quantization/offload correctness and the other is mmap OOM on a specific platform." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Different features and failures; shared context is only that both are training/runtime problems." + "reason": "Tokenizer crash vs dtype mismatch in unrelated models; no shared concrete code path." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resumption bug and early-stopping metric lookup bug are separate trainer behaviors." + "reason": "Both trainer-related, but one is checkpoint resume epoch iteration failure and the other is early stopping metric lookup." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "One is a torch.compile/SDPA model bug; the other is an accelerate loading issue with packed BitNet weights." + "reason": "Different failure modes: torch.compile/SDPA vs accelerate loading of packed weights." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Model dtype loading and trainer max_steps recomputation are unrelated." + "reason": "BLIP2 dtype loading bug and resume_from_checkpoint max_steps bug are unrelated." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Tied lm_head weights in Mistral3 and Qwen3.5 visual encoder key saving are different model-specific serialization problems." + "reason": "One is missing weight tying in a generation model; the other is incorrect save_pretrained key serialization for a different model family." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor/tokenizer API regression is not the same as a general version-caused tokenization change." + "reason": "Processor/tokenizer API regression vs tokenization changes; too generic to merge as one bug." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are device/compile related, but one is SDPA under compile and the other is CPU offload device mismatch." + "reason": "Both are runtime issues, but one is compile/SDPA and the other is CPU offload device mismatch." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both involve model initialization/loading, but they describe different failure surfaces and likely different fixes." + "reason": "Both touch loading/custom model usage, but they describe different failures and different API surfaces." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer padding/truncation crash and image-size mismatch are distinct preprocessing bugs." - }, - { - "left": "issue:44610", - "right": "issue:44898", - "accept": false, - "reason": "Both relate to image resolution, but one is a processor/model size mismatch and the other is a Perceiver interpolation failure." + "reason": "Tokenizer crash and image-size mismatch are separate preprocessing bugs." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma generations and different bugs: variable collision in forward vs PLE device mismatch with auto device mapping." + "reason": "Variable-name collision in one model\u2019s forward pass vs device_map auto forward mismatch in another model." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both involve quantized/dequantized loading, but the concrete failure modes and models differ." + "reason": "Different quantization/offload problems with different root causes and execution stages." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-resolution mismatches, but they affect different processors/models and likely need different fixes." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated." + "reason": "ImportError in generation API is unrelated to failing to run a 3d parallel script." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both crash in serving paths, but with different processors, symptoms, and root causes." + "reason": "Both are serve crashes on multimodal models, but the concrete attribute errors and affected processors differ." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "One is a cache-path collision, the other is permission propagation during save_pretrained; not the same bug." + "reason": "Cache-path collision and permission propagation are unrelated save/load behaviors." }, { - "left": "issue:45701", - "right": "issue:45704", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "A tokenization regression and a T5 RMSNorm memory leak are unrelated." + "reason": "Different model families and parallelism features; no shared concrete bug." }, { - "left": "issue:45161", - "right": "issue:41720", + "left": "issue:28530", + "right": "issue:33666", "accept": false, - "reason": "Tensor-parallel-only failure for GPT-OSS MoE is not the same as Qwen2-VL multi-GPU training." + "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and a missing StableLmConfig pad_token_idx are different issues." + "reason": "MoE sliding-window behavior and missing pad_token_idx are distinct model/config issues." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM regression and recurrent-state reset in modular_qwen3_5 are unrelated." + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are unrelated." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "A model/quantization failure and a kernels package import requirement change are not duplicates." + "reason": "Quantized model loading and pipeline import dependency validation are different code paths." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer loss-signature incompatibility is unrelated to multimodal multi-GPU training." + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer crashes in different models; no evidence of the same underlying bug." } ] }, @@ -4665,8 +4745,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -4690,6 +4770,7 @@ "issue:43540", "issue:43550", "issue:43606", + "issue:43644", "issue:43653", "issue:43720", "issue:43746", @@ -4697,8 +4778,6 @@ "issue:43873", "issue:43881", "issue:44077", - "issue:44186", - "issue:44361", "issue:44387", "issue:44451", "issue:44492", @@ -4712,6 +4791,7 @@ "issue:45357", "issue:45406", "issue:45464", + "issue:45479", "issue:45701", "issue:45704", "issue:45759", @@ -4720,7 +4800,6 @@ "issue:46665" ], "soft_pairs": [ - "issue:44186|issue:44361", "issue:43526|issue:43881", "issue:43316|issue:44913", "issue:42915|issue:43322", @@ -4738,8 +4817,8 @@ "issue:43531|issue:45759", "issue:41720|issue:43746", "issue:42490|issue:43329", - "issue:43388|issue:45059", "issue:43606|issue:43653", + "issue:43388|issue:45059", "issue:45406|issue:45464", "issue:34567|issue:35707", "issue:34634|issue:41720", @@ -4747,210 +4826,218 @@ "issue:43531|issue:44589", "issue:44451|issue:44991", "issue:45759|issue:45859", - "issue:44077|issue:44625" + "issue:44077|issue:44625", + "issue:44625|issue:45479", + "issue:43644|issue:46665" ], - "prepared_review_unit_hash": "10bf255cf011f863e35bbcfb6c7b2c36f2e108b724009b69a9e128cd447122d0", + "prepared_review_unit_hash": "06145b8c09b919cfcf1ac17d0e81863523ae5298075d43ebb14a0d5dee6144b5", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36010, - "estimated_input_tokens": 9003, - "estimated_eval_tokens": 18262 + "soft_pair_count": 29, + "serialized_chars": 36375, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose mix of superficially related Transformers issues (tokenizers, configs, loading/offload, multimodal models), but none of the soft pairs look like the same underlying bug or change. I rejected all soft edges.", - "confidence": 0.66, - "canonical_issue_reason": "`issue:44534` is the broadest representative of the cluster: a Transformers v5 runtime regression affecting core model state handling. Even so, the cluster is too heterogeneous to treat as one true duplicate set.", + "summary": "This cluster is mostly heterogeneous issue reports with no shared underlying bug. The only clear duplicate pair is the two reports about non-persistent buffers being filled with junk in Transformers v5.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43644 is the earlier, more specific report of the same non-persistent-buffer corruption bug, and it already has inbound reference activity; issue:44534 is a later rephrasing of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:44534` is the most generally framed and potentially high-impact issue among an otherwise unrelated set, so it is the best single issue to stand in as the cluster anchor.", + "best_issue_reason": "issue:43644 is the best issue candidate overall because it is the clearest and earliest representative of the only true duplicate pair in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44186", - "right": "issue:44361", - "accept": false, - "reason": "Both are tokenizer failures, but they hit different tokenizer classes and different paths: NER/batched padding crash vs task-time AttributeError." - }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "`reduce_labels` in BeitImageProcessorFast is unrelated to a GLM-4V model loading failure; different component and failure mode." + "reason": "Different subsystems and failure modes: BeitImageProcessor label reduction vs GLM-4V loading failure." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but one is a Gemma3TextConfig API mismatch and the other is GPTNeoX rotary_pct not persisting on reload\u2014different fields, different bug." + "reason": "Both involve config behavior, but one is Gemma3TextConfig API mismatch and the other is GPTNeoX rotary_pct reload persistence." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are unrelated model-loading/runtime problems." + "reason": "Unrelated bugs: Qwen3Moe FP8 config failure vs Llava Next segmentation fault on load." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric selection and void segmentation map processing are completely separate features." + "reason": "Early stopping metric resolution and void segmentation map processing are different issues." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error with a CLIP model vs generation with inputs_embeds/past_key_values; no shared code path." + "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated processor bugs." + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset behavior are not the same bug." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are different runtime issues with different root causes." + "reason": "Quantization/offloading behavior is unrelated to the T5 apex RMSNorm memory leak." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile + SDPA on Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration/empty decode behavior." + "reason": "Different models and code paths: SDPA/torch.compile failure vs tokenizer special-token registration." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is a different bug from T5Tokenizer's add_special_tokens method conflict during load." + "reason": "Tokenizer fast/slow inconsistency is not the same as the T5 add_special_tokens load-time conflict." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "One is a video-input processing error in Qwen3OmniMoe; the other is a Qwen3VL from_pretrained weight_only loading error." + "reason": "Qwen3OmniMoe video input processing differs from Qwen3VL weight_only loading failure." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "CUDA reserved-memory regression under int4 quantization is not the same as a tokenization change across versions." + "reason": "Memory/OOM under int4 quantization is unrelated to tokenization behavior changes across versions." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload, but one is a CPU-offload device mismatch for Bark and the other is missing unpacking of packed BitNet weights during accelerate loading." + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are different problems." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and stale docs mentioning removed pipeline tasks are both doc-level issues, but not the same defect." + "reason": "A cache-strategy typo is unrelated to stale docs mentioning removed pipeline tasks." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization junk in v5 and `from_pretrained` behavior inside Python classes are separate problems with different mechanics." + "reason": "Both mention from_pretrained/v5 behavior, but one is buffer initialization corruption and the other is a class-usage inconsistency." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and unwrapping `text_config` in composite Qwen configs are different config/code-path bugs." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to unwrapping text_config in composite multimodal configs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Auto device mapping CUDA assert on A800 is unrelated to GraniteSpeech PEFT local-checkpoint loading failures." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to GraniteSpeech PEFT local checkpoint loading." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "A trailing-slash import warning is not the same as an undefined-function bug in the video branch of multimodal token counting." + "reason": "Local-path slash import warning and multimodal token-counting undefined-variable bug are different." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Dropping tuple-label elements in `gather_for_metrics` is unrelated to SAM3 text/bounding-box behavior." + "reason": "Different models, symptoms, and root causes: offload mismatch vs tokenizer special-token registration." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Bark CPU-offload device mismatch and BigBirdTokenizer special-token registration are different bugs in different subsystems." + "reason": "Metric gathering on tuple labels is unrelated to SAM3 text/bbox processing behavior." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing `_tokenizer` and Qwen3.5 streaming chat/completions failure are distinct API/runtime issues." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming API failure are distinct service/runtime issues." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "`num_input_tokens_seen` not updating is a TrainerState bookkeeping bug, not a generation bug involving embeds and cache state." + "reason": "TrainerState token counting is unrelated to progressive generation cache behavior." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset failure and Qwen3 auto device mapping cudaErrorAssert are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect Qwen3.5 visual-encoder keys on save and Sam3Model text-encoder weights not loading are both multimodal, but they affect different models and directions (save vs load)." + "reason": "Incorrect visual encoder save keys and missing text encoder load are related only broadly to checkpoints, not the same bug." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "A policy change around optional `post_init` and Qwen3.5 `num_labels` propagation are separate config-validation issues." - }, - { - "left": "issue:43531", - "right": "issue:44589", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and missing Float8 storage objects are unrelated." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are different configuration issues." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Loading `vesteinn/ScandiBERT` and tokenizer loading for EMBEDDIA/est-roberta are both model-loading reports, but they do not share the same failure mode or code path." + "reason": "Both are tokenizer/model loading complaints, but for different checkpoints and failure causes." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both are Qwen3.5/3.6-related config bugs, but one is about `from_config` unwrapping and the other is CPU-offload compatibility in rotary embedding forward; different fixes." + "reason": "Composite config unwrapping and CPU-offload rotary embedding compatibility are different Qwen3-related bugs." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "`post_init` allowance and `num_labels` propagation are different configuration semantics issues." + "reason": "These are separate config/API issues and do not share the same concrete code path." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Num_labels propagation bug is not the same as single_label_classification yielding zero loss." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption and from_pretrained behavior inside Python classes are not the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are clearly the same bug: Transformers v5 incorrectly fills non-persistent buffers with junk; the titles differ only in specificity." } ] }, @@ -4969,8 +5056,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -4979,14 +5066,16 @@ "issue:39692", "issue:41720", "issue:42886", + "issue:43295", "issue:43381", "issue:43421", "issue:43531", - "issue:43644", "issue:43645", "issue:43653", + "issue:43720", "issue:43746", "issue:43782", + "issue:43819", "issue:43844", "issue:43873", "issue:43927", @@ -4998,7 +5087,6 @@ "issue:44514", "issue:44545", "issue:44610", - "issue:44625", "issue:44671", "issue:44843", "issue:44898", @@ -5011,21 +5099,18 @@ "issue:45356", "issue:45357", "issue:45381", - "issue:45479", "issue:45704", "issue:45759", + "issue:45834", "issue:45907", "issue:45923", "issue:46032", "issue:46050", "issue:46463", "issue:46655", - "issue:46665", "issue:46693" ], "soft_pairs": [ - "issue:44625|issue:45479", - "issue:43644|issue:46665", "issue:44062|issue:44451", "issue:44898|issue:45072", "issue:44987|issue:45042", @@ -5033,18 +5118,18 @@ "issue:43381|issue:43844", "issue:39692|issue:44610", "issue:41720|issue:45704", - "issue:43421|issue:43927", - "issue:46655|issue:46693", "issue:45704|issue:45923", + "issue:43421|issue:43927", "issue:43381|issue:45704", "issue:43531|issue:43645", + "issue:46655|issue:46693", "issue:43746|issue:46050", "issue:44918|issue:44936", "issue:42886|issue:44843", "issue:45759|issue:45923", "issue:44514|issue:44545", - "issue:46032|issue:46463", "issue:39692|issue:43873", + "issue:46032|issue:46463", "issue:43746|issue:43873", "issue:43994|issue:44671", "issue:43421|issue:43653", @@ -5052,219 +5137,228 @@ "issue:43421|issue:44186", "issue:43782|issue:45381", "issue:45081|issue:45356", - "issue:45356|issue:45907" + "issue:43720|issue:43819", + "issue:45356|issue:45907", + "issue:43653|issue:43720", + "issue:43295|issue:45834" ], - "prepared_review_unit_hash": "104aa2775cad7eae59b90ace02052b55298a590ff35f5846e5ab2d32a1544215", + "prepared_review_unit_hash": "d2fe2f9988b7321f7bff88e09f675a906aaec0e3a557e1881d713076bda5df90", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36804, - "estimated_input_tokens": 9201, - "estimated_eval_tokens": 18658 + "soft_pair_count": 30, + "serialized_chars": 37070, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated and should not be clustered together. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False (44514/44545).", - "confidence": 0.94, - "canonical_issue_reason": "issue:44514 is the best canonical issue because it is the older, clearer report of the exact same Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash; 44545 is a near-verbatim duplicate.", + "summary": "Mostly heterogeneous bug reports. The strongest duplicate-like pairs are the offline-tokenizer cache regression and the Qwen2_5_VLProcessor batched padding=False crash; the latter is a near-duplicate with minor title/formatting differences, not an exact title match.", + "confidence": 0.85, + "canonical_issue_reason": "issue:44545 is the cleanest representative of the Qwen2_5_VLProcessor pair: it describes the same apply_chat_template batched-input crash with padding=False, with only minor title/formatting differences and slightly more inbound attention.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the strongest representative issue in the set since it matches the one true duplicate pair and has the cleaner original description.", + "best_issue_reason": "issue:44545 is the best issue anchor here because it is essentially the same bug report as issue:44514, just phrased more cleanly and with the same concrete failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44625", - "right": "issue:45479", - "accept": false, - "reason": "Both are classification-label bugs, but they concern different model families and different failure modes." - }, - { - "left": "issue:43644", - "right": "issue:46665", - "accept": false, - "reason": "Unrelated bugs: non-persistent buffer initialization vs from_pretrained behavior inside Python classes." - }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Tokenizer AddedToken argument handling and loading a specific model are different issues." + "reason": "Different bugs: AddedToken construction error vs a model loading failure for ScandiBERT." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and symptoms: Perceiver image resolution handling vs bfloat16 dtype mismatches." + "reason": "Unrelated code paths: Perceiver image classification resolution handling vs bfloat16 dtype mismatches." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Model loading regression and PIL/torchvision dependency behavior are not the same bug." + "reason": "Different failures: loading a model package vs PIL image processors incorrectly requiring torchvision." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Tie_word_embeddings warning is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "Both mention Qwen, but one is a tie_word_embeddings warning and the other is incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is distinct from ZeRO-3 gradient inflation." + "reason": "Not the same bug: eval-mode gradient checkpointing restriction vs gradient blow-up with ZeRO-3." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Docs/example mismatch and quantization failures are different from OmDet-Turbo processor image-size mismatch." + "reason": "Different issues: SigLIP2 documentation/model mismatch vs OmDet-Turbo processor image-size mismatch." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Auto device mapping CUDA assert and T5 Apex RMSNorm memory leak are unrelated." - }, - { - "left": "issue:43421", - "right": "issue:43927", - "accept": false, - "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is save/load of custom token IDs." + "reason": "Completely different systems: Qwen3 device-mapping crash vs a T5 RMSNorm memory leak." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:45704", + "right": "issue:45923", "accept": false, - "reason": "Video padding calculation and long-context FA2 performance regression are different problems." + "reason": "Different problems: memory leak in T5 vs missing supports_gradient_checkpointing on a trust_remote_code model." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Memory-leak behavior in T5 is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Both are tokenizer-related, but one is runtime post-processor refresh and the other is config save/load losing custom token IDs." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "These are different training/runtime bugs with no shared concrete code path." + "reason": "No shared bug: gradient checkpointing mode handling vs a T5 normalization memory leak." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to Jupyter custom model initialization." + "reason": "Different domains: Qwen3-MoE sliding-window behavior vs Jupyter custom model initialization regression." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Unrelated: video processor padding calculation vs FA2 long-context performance regression." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is unrelated to sinq quantization save/load breakage." + "reason": "Different loading paths: PEFT adapter local checkpoint loading vs sinq quantized model save/load breakage." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT embedding unpacking and trainer.evaluate after trainer.train are different trainer issues." + "reason": "Both involve trainers, but one is input-embedding unpacking with TRL and the other is evaluate-after-train behavior." }, { "left": "issue:42886", "right": "issue:44843", - "accept": false, - "reason": "Both mention HF_HUB_OFFLINE, but one is general tokenizer cache loading and the other is a specific Mistral regex patch calling model_info(); not clearly the same bug." + "accept": true, + "reason": "Same underlying offline-tokenizer regression: both fail because tokenizer loading makes an unconditional hub metadata call in offline/cache-only mode." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Composite Qwen config handling and a missing capability flag are unrelated." + "reason": "Different model-construction issues: text_config unwrapping vs a missing gradient-checkpointing capability flag." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash; 44545 is effectively a duplicate of 44514." + "reason": "Same underlying Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; the titles differ only by minor formatting/punctuation." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Mamba2Mixer cache correctness and T5 decoder input validation messaging are unrelated." + "reason": "Different themes: SigLIP2 docs/model mismatch vs quantization offloading not working as expected." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "SigLIP2 documentation errors and offloading with quantization are different issues." + "reason": "Unrelated: Mamba2Mixer use_cache correctness bug vs T5 decoder-input validation error messaging." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT local checkpoint loading and quantization/offloading behavior are not the same underlying bug." + "reason": "Different subsystems: PEFT adapter checkpoint loading vs quantization/offloading behavior." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different model families and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked LM prediction regression." + "reason": "Both are model-quality issues, but they are different model families and different failure modes." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both touch special tokens, but one is runtime post-processor syncing and the other is BigBirdTokenizer decode output registration." + "reason": "Both touch tokenizers, but one is post-processor refresh and the other is BigBird special-token registration/decode output." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image processor void segmentation maps and a GenerationMixin import error are unrelated." + "reason": "Completely unrelated: image processor void segmentation maps vs GenerationMixin import failure." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Tokenizer post-processor updates and LayoutLMv2Tokenizer NER/padding crashes are different code paths." + "reason": "Different tokenizer bugs: runtime special-token update vs LayoutLMv2 NER/padding-truncation crashes." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video vision_position_ids are separate multimodal bugs." + "reason": "Different Qwen VL failures: weight_only loading vs incorrect video vision_position_ids." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizer regressions, but one is an AttributeError in fix_mistral_regex and the other is a Kimi-K2.5 codec/warning regression." + "reason": "Same helper area, but not the same concrete bug: Mistral regex loader crash vs Kimi-K2.5 codec/warning regression." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated: packed-weight loading bug in BitNet vs DAC latent conversion mismatch." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + "reason": "Different issues: tokenizer codec/regex regression vs list_repo_files failing to forward revision." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "No shared underlying bug: BigBird special-token registration vs BitNet accelerate loading." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: processor/tokenizer API regression vs Kosmos2.5 long-OCR index error." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The summary matches the packet\u2019s lone deterministic duplicate pair (44514/44545), and the other soft-edge rejections stay conservative by distinguishing different titles, model families, or failure modes without overclaiming. The canonical choice of 44514 is also supported by the earlier timestamp and clearer wording." + "accept": false, + "feedback": "The soft-edge conservatism is mostly fine, but the writeup overstates the evidence for the Qwen2_5_VLProcessor pair: issue:44514 and issue:44545 are near-duplicates, not verbatim/exact title matches. The canonical/best reasons should be toned down from \"exact title match\" to \"essentially the same bug report with minor formatting/title differences.\" Because of that precision error, I would reject this summary." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5277,8 +5371,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -5288,7 +5382,7 @@ "issue:36331", "issue:39692", "issue:41720", - "issue:43295", + "issue:43322", "issue:43335", "issue:43531", "issue:43540", @@ -5300,7 +5394,6 @@ "issue:43644", "issue:43653", "issue:43697", - "issue:43720", "issue:43749", "issue:43756", "issue:43819", @@ -5326,15 +5419,13 @@ "issue:45084", "issue:45381", "issue:45584", + "issue:45685", "issue:45834", "issue:46294", "issue:46665", "issue:46693" ], "soft_pairs": [ - "issue:43720|issue:43819", - "issue:43653|issue:43720", - "issue:43295|issue:45834", "issue:43596|issue:44220", "issue:43550|issue:45072", "issue:43550|issue:43927", @@ -5349,198 +5440,175 @@ "issue:44186|issue:44898", "issue:30064|issue:36331", "issue:43643|issue:44877", - "issue:43335|issue:43756", "issue:41720|issue:44991", + "issue:43335|issue:43756", "issue:43550|issue:43819", "issue:44843|issue:45081", "issue:44821|issue:45084", "issue:43540|issue:44008", "issue:39692|issue:45834", - "issue:44186|issue:44442", "issue:44485|issue:44509", + "issue:44186|issue:44442", "issue:44448|issue:44671", "issue:43644|issue:43749", "issue:45584|issue:45834", - "issue:34634|issue:36010" + "issue:34634|issue:36010", + "issue:43322|issue:45685" ], - "prepared_review_unit_hash": "d4254d125a320477cf7f806e4ce2dce4633906b055930bea508130186bc2df80", + "prepared_review_unit_hash": "50ef9baa2876d81ad013cafe6b66953d873ca4b7c68099e43f82664462c3f4b1", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36749, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "soft_pair_count": 28, + "serialized_chars": 36078, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous, with most soft pairs describing distinct model-, tokenizer-, or loading-specific bugs rather than true duplicates. The closest common thread is Transformers v5 regression/loading behavior, so 43611 is the best broad anchor, but no pair is strong enough to merge.", - "confidence": 0.42, - "canonical_issue_reason": "issue:43611 is the broadest, most representative v5 loading-regression report in the set; it best matches the small subset of config/load-related issues, though the cluster overall is mixed.", + "summary": "The cluster is a mix of unrelated Transformers issues with only loose overlap around v5 regressions and loading/compatibility behavior. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43611 is the best anchor: it describes a broad, concrete Transformers v5 loading regression affecting models with `base_model_prefix`, which is more central and generally impactful than the other highly specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best triage anchor because it is user-facing and broadly about model loading regressions, making it more representative than the narrower model-specific reports.", + "best_issue_reason": "Issue 43611 is the strongest representative issue in this set because it is a clear, reproducible framework-level regression with wide user impact and a clean failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43720", - "right": "issue:43819", - "accept": false, - "reason": "Different bugs: packed-weight loading in BitNet vs DAC latent decoding/STE mismatch." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "Tokenizer special-token registration bug vs accelerate loading of packed weights; unrelated code paths." - }, - { - "left": "issue:43295", - "right": "issue:45834", - "accept": false, - "reason": "Both are multimodal, but one is a processor/tokenizer regression and the other is a long OCR input index error in a different model." - }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed ZeRO3/BertModel init failure is unrelated to audio fbank extraction." + "reason": "Different failures and subsystems: DeepSpeed ZeRO3/BertModel indexing vs fbank feature extraction." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different failure modes: torch.compile/SDPA in Bamba vs bfloat16 dtype mismatch in different models." + "reason": "Both mention model/runtime issues, but one is Bamba torch.compile SDPA and the other is dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba compile/SDPA bug is unrelated to DiaConfig token ID persistence and generation index errors." + "reason": "Unrelated bugs: torch.compile+SDPA in Bamba versus DiaConfig losing custom token IDs on save/load." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken keyword duplication is unrelated to tokenizer loading for a specific model." + "reason": "Tokenizer constructor argument collision is unrelated to loading `cjvt/sleng-bert` failing in a specific model/tokenizer setup." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both concern video input, but they describe different Qwen model families and different mismatches." + "reason": "Both are multimodal/video issues, but one is a ValueError in Qwen3OmniMoe and the other is video token/feature mismatch in Qwen3.5-9B chat templating." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug is unrelated to a performance regression after 5.2.0." + "reason": "Different model/runtime problems: wrong video position IDs in qwen2.5-vl versus a FA2 long-context performance regression." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Both are v5 regressions, but one is missing CLIP attentions and the other is RT-DETR output drift; not the same bug." + "reason": "Both concern output changes, but the model families and likely code paths differ; no evidence of the same bug." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig missing fields with trust_remote_code." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig missing fields with trust_remote_code." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both mention from_pretrained/loading, but one is a base_model_prefix regression and the other is inconsistent class-wrapper behavior." + "reason": "Both involve loading APIs, but one is a Transformers 5.0 base_model_prefix regression and the other is inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug vs tokenizer mapping failure when adding a new model-like entry." + "reason": "Audio feature extraction issue versus tokenizer mapping failure in add-new-model-like; different components and failure modes." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC latent decoding are unrelated." + "reason": "Tokenizer special-token registration bug is unrelated to DAC.from_latents mismatching forward pass." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer crash on NER padding/truncation is unrelated to Perceiver image classification with non-default resolution." + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver image classification failing at non-default resolution." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor void-segmentation failure is unrelated to CustomTrainer.compute_loss signature changes." + "reason": "Image processor void segmentation maps and CustomTrainer.compute_loss signature mismatch are unrelated bugs." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Missing fields from trust_remote_code configs is different from strict config blocking granite_speech loading." + "reason": "Both are config/loading related, but one is missing fields from trust_remote_code and the other is strict config blocking granite_speech; different root causes." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug and Smollm3 RoPE-layer dropping are different model/config issues." + "reason": "Auto device mapping cudaErrorAssert on Qwen3 is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "SwitchTransformers sparse layer construction bug and Smollm3 RoPE layer count bug affect different model implementations." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC forward/from_latents mismatch." + "reason": "Different model paths and symptoms: Bamba torch.compile SDPA failure versus DAC latent reconstruction mismatch." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper function, but different bugs: offline model_info call vs backend_tokenizer attribute error." + "reason": "Offline model_info call in Mistral regex patch is a different bug from backend_tokenizer attribute access crashing fix_mistral_regex." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading failure is unrelated to template compilation TypeError." + "reason": "AutoImageProcessor URL loading and template compilation failure are unrelated." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different multimodal code paths: Qwen3OmniMoe video processing vs Gemma3n audio_mel_mask variable collision." + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to Gemma3n variable-name collision in forward()." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to Kosmos2.5 long OCR index errors." - }, - { - "left": "issue:44186", - "right": "issue:44442", - "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." + "reason": "SigLIP2 example/documentation issues are distinct from Kosmos2.5 long OCR input index errors." }, { "left": "issue:44485", @@ -5548,29 +5616,41 @@ "accept": false, "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer issues." + }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked LM prediction errors." + "reason": "Different models and failure types: Pegasus v4/v5 output drift versus CamemBERT masked LM prediction regression." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk in v5 is not the same as FSDP CPU RAM efficient loading being broken." + "reason": "Non-persistent buffer junk in Transformers 5.0 is not the same as broken FSDP CPU RAM efficient loading." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription failure after token alignment is unrelated to Kosmos2.5 OCR length handling." + "reason": "Whisper empty transcription failure after align_special_tokens is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice preset issue is unrelated to the GenerationMixin import error." + "reason": "BarkProcessor voice_preset and GenerationMixin import error are unrelated issues." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation fault and MPS histogram on Int in moe are different code paths and hardware-specific failures." } ] }, @@ -5589,15 +5669,16 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ "issue:28218", "issue:29159", + "issue:34634", + "issue:36331", "issue:42175", - "issue:43322", "issue:43388", "issue:43421", "issue:43540", @@ -5631,7 +5712,6 @@ "issue:45183", "issue:45381", "issue:45479", - "issue:45685", "issue:45701", "issue:45834", "issue:45987", @@ -5644,7 +5724,6 @@ "issue:46665" ], "soft_pairs": [ - "issue:43322|issue:45685", "issue:43606|issue:45072", "issue:45183|issue:45479", "issue:43716|issue:44008", @@ -5670,205 +5749,209 @@ "issue:45987|issue:46192", "issue:44671|issue:45701", "issue:43577|issue:43582", - "issue:42175|issue:45081" + "issue:42175|issue:45081", + "issue:34634|issue:36331" ], - "prepared_review_unit_hash": "81e26f8591ecab93bddb46e33f003f90182a5341eee6776de92f91a138e20ebd", + "prepared_review_unit_hash": "4924fe691e91b05f7f3542709317f53fb2ed6acf4622cf06a8d042f83aa98b2d", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36320, - "estimated_input_tokens": 9080, - "estimated_eval_tokens": 18416 + "serialized_chars": 36333, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a thematically related but heterogeneous mix of Transformers issues: tokenizer regressions, model loading/dtype problems, multimodal/video bugs, and a few v5 breakages. I do not see any soft pair that clearly describes the same concrete bug or change, so I would keep them separate.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set for version-related remote_code breakages, and is the closest thing here to a cluster anchor; however, the overall set is still too mixed for a strong duplicate canonical.", + "summary": "This cluster is mostly heterogeneous rather than duplicate-heavy. The only strong soft matches are a couple of tokenizer/pipeline fallout pairs; the rest are clearly different bugs spanning loading, multimodal, trainer, and runtime issues.", + "confidence": 0.81, + "canonical_issue_reason": "No single issue cleanly covers the cluster; it mixes unrelated tokenizer, multimodal, trainer, and loading bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative of the main recurring theme (recent-version regressions affecting model loading/execution), even though many other items are only loosely related and not duplicates.", + "best_issue_reason": "issue:45701 is the broadest representative of the tokenizer/version-regression subcluster, but it still does not represent the full set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43322", - "right": "issue:45685", - "accept": false, - "reason": "Different failures in different subsystems: Llava Next loading segfault vs MPS histogram on Int in moe." - }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both are runtime/backend mismatches, but they involve different models and distinct code paths (CPU offload vs bfloat16 dtype handling)." + "reason": "Different failures: CPU-offload device mismatch vs a bfloat16 dtype mismatch in another model." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "One is about input-validation error messaging; the other is a training loss bug for single-label classification." + "reason": "One is validation/error-message logic; the other is a zero-loss classification bug. Different code paths." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Distinct multimodal bugs: image preprocessor/model dtype mismatch vs an AttributeError from a variable-name collision." + "reason": "Image preprocessor/model dtype mismatch vs Gemma3n forward variable collision; unrelated." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different core problems: metric gathering drops labels in the last batch vs Mamba2 cache generation producing wrong results." + "reason": "gather_for_metrics label truncation is unrelated to Mamba2 use_cache producing incorrect results." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both are vision/multimodal issues, but the concrete failures are unrelated (Qwen video-input regression vs Kosmos2.5 OCR index error)." + "reason": "Video-input regression and long-OCR index error are different model/input bugs." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "From-pretrained non-persistent buffer corruption is a loading regression; StaticCache.get_seq_length is a return-type/contract bug." + "reason": "Silent buffer corruption on load vs StaticCache returning the wrong type; different underlying issues." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is an incorrect pipeline error message; the other is a model producing nonsensical outputs via AutoModel/pipeline." + "reason": "Pipeline-removal docs/error-message fallout vs Siglip2 nonsensical outputs; not the same bug." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure for one model vs importing transformers.pipelines failing due to kernels version requirements." + "reason": "Tokenizer loading failure vs kernels package import/version requirement; unrelated." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Both mention dtype-ish behavior, but one is an Apple Silicon warmup TypeError and the other is stale config dtype after from_config()." + "reason": "Apple Silicon warmup TypeError vs stale config dtype after from_config; different problems." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype persistence issue vs Video-LLaVA architecture/weight-sharing problem; not the same bug." + "reason": "BLIP2 dtype loading issue vs Video-LLaVA temporal-attention/weight-sharing issue; not a duplicate." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5-9B video token/feature mismatch is unrelated to T5 decoder-input validation errors." + "reason": "Video feature/token mismatch vs T5 decoder-input validation error; different failure modes." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-related, but one is a weight_only loading error and the other is a flash-attention generation bug; different code paths." + "reason": "Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation issue; different code paths." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "44561 is one specific remote_code breakage caused by removing is_torch_fx_available; 45020 is a broader report of recent-version remote_code failures, not the same concrete bug." + "reason": "The first is a specific v5 API-removal breakage; the second is a broad remote_code regression report, not the same concrete bug." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Special-token post-processor updates and Whisper batch_decode skip_special_tokens are separate tokenizer/decoder behaviors." + "reason": "Runtime special-token/post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; different artifacts." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "A tensor shape IndexError is not the same issue as trainer.evaluate() failing after trainer.train()." + "reason": "Mask shape/indexing error vs trainer.evaluate() after train(); unrelated." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both involve video inputs, but the reported mismatches differ (processing ValueError vs wrong vision_position_ids)." + "reason": "Qwen3OmniMoe video processing ValueError vs Qwen2.5-VL vision_position_ids regression; different bugs." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch for OmDet-Turbo vs dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Processor/model input-size mismatch vs dtype mismatches in inference; unrelated." }, { "left": "issue:43825", "right": "issue:43827", - "accept": false, - "reason": "Runtime error-message regression vs stale docs after pipeline removals; related topic, but not the same underlying bug/change." + "accept": true, + "reason": "Both are fallout from the v5 pipeline removals: one about stale docs, the other about a misleading translation-task support/error message." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading bug in BitNet is unrelated to generic bfloat16 dtype mismatch issues." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch bugs." }, { "left": "issue:28218", "right": "issue:29159", - "accept": false, - "reason": "The first is specifically about an added-token spacing bug; the second is a broader slow-vs-fast tokenizer inconsistency report." + "accept": true, + "reason": "Both concern tokenizer behavior inconsistencies around added tokens and slow/fast tokenizer output." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM-efficient loading breakage and init_empty_weights rejecting _is_hf_initialized are different loading-path regressions." + "reason": "FSDP RAM-efficient loading failure vs init_empty_weights receiving an unexpected argument; different root causes." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Jupyter custom-model initialization in v5 vs from_pretrained inside Python classes are different usage patterns and failures." + "reason": "Jupyter custom-model initialization breakage vs from_pretrained inconsistency inside Python classes; not the same issue." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache length contract bug and return_tensors being ignored when text_kwargs is passed are unrelated API issues." + "reason": "StaticCache seq-length return-type bug vs return_tensors being ignored when text_kwargs is passed; different behavior." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression and generic tokenization changes in new versions are too broad to be the same bug." + "reason": "CamemBERT masked-LM regression vs a broad tokenization-version-change report; too different to merge." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype mismatch and AppleSilicon caching_allocator_warmup TypeError are unrelated." + "reason": "BLIP2 dtype loading issue vs Apple Silicon warmup TypeError; unrelated." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Packaging/backend dependency issue vs tokenizer regex patch crash; no shared code-path bug." + "reason": "Packaging/backend install issue vs Mistral tokenizer backend_tokenizer crash; different problems." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs CustomTrainer.compute_loss signature error; unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the cluster is indeed mixed, and the canonical/no-single-issue conclusion is conservative. The two accepted soft matches are defensible from the packet (tokenizer behavior pair; v5 pipeline-removal fallout pair), and the rejected pairs are generally cautious rather than overstated. No mergeability issues stand out from the given evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5880,14 +5963,14 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ - "issue:34634", "issue:36010", "issue:36331", + "issue:39692", "issue:42175", "issue:42490", "issue:43257", @@ -5935,15 +6018,14 @@ "issue:46728" ], "soft_pairs": [ - "issue:34634|issue:36331", "issue:45003|issue:46285", - "issue:46697|issue:46728", "issue:43653|issue:44912", + "issue:46697|issue:46728", "issue:43262|issue:43819", "issue:43582|issue:44857", - "issue:45081|issue:45406", "issue:43742|issue:45020", "issue:44589|issue:45042", + "issue:45081|issue:45406", "issue:43782|issue:45325", "issue:45372|issue:46326", "issue:44060|issue:44368", @@ -5955,91 +6037,80 @@ "issue:43526|issue:44554", "issue:43257|issue:43329", "issue:36010|issue:36331", - "issue:43906|issue:46209", "issue:36010|issue:43645", + "issue:43906|issue:46209", "issue:43819|issue:43927", "issue:43531|issue:45042", "issue:43638|issue:44936", "issue:42175|issue:46291", "issue:43720|issue:44610", - "issue:42490|issue:43257" + "issue:42490|issue:43257", + "issue:39692|issue:44912" ], - "prepared_review_unit_hash": "f1b8bdf905d98ec4de92b88ae407f0c6e2c4763e614a8991b51000f36d0aa2ba", + "prepared_review_unit_hash": "b48e0ca88dd503c72743278bd99f04809a42b5b61750c8c39e3b55bef1d484c1", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36526, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "serialized_chars": 36584, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem or keyword similarity, not the same concrete bug or change.", + "summary": "This cluster is not a duplicate set: the issues are mostly unrelated model-loading, processor, training, quantization, and environment bugs. All soft edges should be rejected.", "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bugs in tokenizers, multimodal processors, training, quantization, and backend/package compatibility.", + "canonical_issue_reason": "Issue 45020 is the broadest loading-regression report, but the cluster is too heterogeneous for any issue to be a true canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is clearly better than the rest as a cluster representative because the set is not a true duplicate cluster.", + "best_issue_reason": "No issue is a strong global representative; 45020 is only a loose umbrella, while most others are model- or component-specific failures with different root causes.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:34634", - "right": "issue:36331", - "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are unrelated failures in different code paths." - }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "sys.modules access in modeling_utils and CLIP text-model structure inconsistency are different regressions." + "reason": "sys.modules access bug and CLIP text-model structure inconsistency are unrelated." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Both are image-processor bugs, but one is Swin2SR over-padding and the other is Aria patch counting; different logic." + "reason": "BigBirdTokenizer special-token decode issue and MXFP4 quantization fallback are different code paths." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:46697", + "right": "issue:46728", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + "reason": "Both are image-processing bugs, but one is Swin2SR over-padding and the other is Aria patch counting; different defects." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate handling and DAC latent reconstruction are separate bugs." + "reason": "Audio chat-template sampling-rate default and DAC latent/STE mismatch are unrelated." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon caching allocator TypeError and CUDA float16 AMP crash are different backend-specific issues." - }, - { - "left": "issue:45081", - "right": "issue:45406", - "accept": false, - "reason": "Both involve processor/tokenizer loading, but one is Mistral regex patching and the other is Gemma4 missing _tokenizer; not the same defect." + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are different backend failures." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A key error loading one model is not the same as the broad remote_code breakage described in the other issue." + "reason": "A specific MobileLLM load error is not the same as the broad remote_code regression." }, { "left": "issue:44589", @@ -6047,119 +6118,131 @@ "accept": false, "reason": "Float8 storage lookup failure and PIL/torchvision dependency regression are unrelated." }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4 processor _tokenizer error are distinct tokenizer/processor bugs." + }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen2.5-VL rope index scaling are different model-specific problems." + "reason": "Qwen3VL weight_only load failure and Qwen2.5-VL rope-index scaling bug are different model behaviors." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both mention mistral_common, but one is an import error and the other is continue_final_message behavior; different root causes." + "reason": "Both involve mistral_common, but one is an import error for Gemma4 loading and the other is continue_final_message behavior; not the same bug." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "They both report tied-weights warnings, but the models and warning cause differ; not the same underlying bug." + "reason": "The tied-weights warning issue in Qwen3-Next is not the same as the LoRA warning for Qwen3.5-27B." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error and CLIPTokenizer max_length issue are unrelated." + "reason": "Template-node compilation error and CLIPTokenizer max-length bug are unrelated." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to MXFP4 loading fallback in git-oss-20b." + "reason": "Bamba torch.compile+SDPA failure and MXFP4 quantization fallback are different problems." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined video token helper variables and stale auto_mappings config references are different code paths." + "reason": "Undefined video-token helpers and removed config references are unrelated maintenance/logic bugs." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are not the same bug." + "reason": "Beit reduce_labels bug and RTDetrV2 output drift are unrelated." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file handling and tokenizer loading for EMBEDDIA/est-roberta are separate from-pretrained failures." + "reason": "gguf_file handling and a tokenizer-loading regression for one model are different from from_pretrained failures." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "A label-processing bug in BeitImageProcessorFast is unrelated to the MPS attention correctness issue." + "reason": "Beit label reduction and MPS attention correctness are unrelated." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and multimodal token counting are unrelated." + "reason": "Qwen3 MoE loading/conversion and multimodal video-token math are unrelated." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import failure and CustomTrainer compute_loss signature mismatch are different API breaks." + "reason": "GenerationMixin import error and custom compute_loss signature breakage are different API regressions." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "An isolated reproduction of an external issue and FP8 inference failure on B200 are not the same defect." + "reason": "GenerationMixin import failure and Jupyter custom-model initialization failure are not the same issue." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "GenerationMixin import error and Jupyter custom-model initialization breakage are different compatibility issues." + "reason": "A reproduction of issue 38071 and FP8 inference failure on B200 are unrelated." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent/forward mismatch and DiaConfig token-ID persistence loss are unrelated model/config bugs." + "reason": "DAC latent mismatch and DiaConfig save/load token-ID loss are distinct bugs." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding window logic and PIL backend torchvision dependency regression are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE and PIL backend torchvision requirement are unrelated." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3 indexing failure with a non-pretrained Bert model and evaluate-after-train behavior are distinct trainer issues." + "reason": "DeepSpeed ZeRO3 index error and evaluate-after-train failure are different training pipeline bugs." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Torch-only install missing TensorFlow backend and kernels v0.15 import failure are different packaging/import problems." + "reason": "Missing tensorflow in a torch install extra and kernels dependency import failure are unrelated packaging issues." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading and OmDet-Turbo input-size mismatch are unrelated." + "reason": "BitNet packed-weight loading and OmDet-Turbo processor/model size mismatch are unrelated." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "A trailing-slash local-path warning and Qwen3 MoE conversion failure do not share the same underlying bug." + "reason": "Trailing-slash import warning and Qwen3 MoE weight conversion failure are different loading bugs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc example errors and MXFP4 quantization fallback are unrelated." } ] }, @@ -6178,15 +6261,14 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ "issue:29159", "issue:34567", "issue:38175", - "issue:39692", "issue:40990", "issue:42915", "issue:43257", @@ -6233,25 +6315,24 @@ "issue:46701" ], "soft_pairs": [ - "issue:39692|issue:44912", "issue:43746|issue:44811", "issue:38175|issue:44610", "issue:43643|issue:45759", "issue:43854|issue:44977", "issue:44387|issue:44617", "issue:43257|issue:43696", - "issue:43262|issue:44811", "issue:43257|issue:43931", + "issue:43262|issue:44811", "issue:46421|issue:46424", - "issue:45459|issue:45803", "issue:42915|issue:43742", + "issue:45459|issue:45803", "issue:43329|issue:44479", "issue:43329|issue:43450", "issue:43749|issue:44756", "issue:44291|issue:45042", "issue:42915|issue:44821", - "issue:34567|issue:40990", "issue:43606|issue:45859", + "issue:34567|issue:40990", "issue:43650|issue:43906", "issue:43540|issue:46701", "issue:43927|issue:44912", @@ -6261,196 +6342,184 @@ "issue:44987|issue:45538", "issue:44568|issue:45356" ], - "prepared_review_unit_hash": "f1a65433d519d521c25ec53332740f6db5151d39b529dc37267f0abad4e657f5", + "prepared_review_unit_hash": "63cd6c571d8ae1d37352024b4b9f17ba9f0b620955ea55ca3c9e1ef29831950b", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35889, - "estimated_input_tokens": 8973, - "estimated_eval_tokens": 18202 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34995, + "estimated_input_tokens": 8749, + "estimated_eval_tokens": 17754 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it mixes tokenizer, model-loading, processor, cache, quantization, and offload bugs that do not describe the same underlying defect. No soft pair looks like a true duplicate/merge candidate.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "No soft duplicate pair is convincing enough to merge. The cluster is mostly a grab bag of distinct issues across tokenizers, configs, multimodal/video processing, loading, and memory/offload behavior. 43749 is the best representative issue because it has the strongest discussion/inbound activity and a concrete, well-scoped loading bug.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43749 is the most prominent and well-supported report in the set, with high discussion activity, inbound references, and a specific broken feature description.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the most prominent and broadly impactful item here (highest discussion/inbound reference signal), so it is the closest thing to a representative issue, but the set is too diverse for a real canonical duplicate anchor.", + "best_issue_reason": "issue:43749 is the clearest representative issue: concrete symptom, active discussion, and enough context to anchor the cluster better than the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:39692", - "right": "issue:44912", - "accept": false, - "reason": "Different problems: SigLIP2 doc example errors vs MXFP4 quantization loading/fallback behavior." - }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local-checkpoint loading bug vs Whisper batch_decode skip_special_tokens handling; unrelated code paths." + "reason": "Different products and code paths: GraniteSpeech PEFT/local checkpoint loading vs Whisper batch_decode skipping special tokens." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 vs OmDet-Turbo processor/model size mismatch." + "reason": "Both are model-processing bugs, but one is zero probabilities on Siglip2 and the other is an image-size mismatch in OmDet-Turbo." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both are config-loading issues, but one is missing fields from trust_remote_code and the other is composite Qwen unwrapping; not the same bug." + "reason": "Both involve config loading, but one is AutoConfig/trust_remote_code missing fields and the other is AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7 unit-test load failure vs Qwen3.5 flash-attention generation regression; different failures." + "reason": "Different models and failure modes: GLM-4.7-Flash load/test issue versus Qwen3.5 flash-attention generation regression." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but one is int4 reserved-memory regression and the other is a model-specific video OOM." + "reason": "OOM is the symptom in both, but the causes are different: int4 reserved-memory regression vs Sam3Video runtime memory exhaustion." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MOE weight conversion/loading issue vs a GPT-oss CUDA OOM; not the same underlying bug." - }, - { - "left": "issue:43262", - "right": "issue:44811", - "accept": false, - "reason": "Audio chat-template sampling-rate default vs Whisper batch_decode option handling; different processor behaviors." + "reason": "Qwen3 MOE weight conversion/loading bug is unrelated to a plain CUDA OOM on GPT-oss-20b." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MOE conversion bug vs Qwen3-VL shape mismatch on load; separate model/load paths." + "reason": "Accelerate+deepspeed MOE conversion failure is not the same as a Qwen3-VL weight-shape mismatch." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Both cache-related, but one is lazy-init recompilation and the other is max_cache_length scope; related area, different bugs." + "reason": "Audio processor sampling-rate defaults and Whisper decode special-token handling are unrelated bugs." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Both are error-swallowing patterns, but they affect different tensor/conversion paths and are not the same defect." + "reason": "Both concern cache behavior, but one is lazy-init recompilation and the other is max_cache_length semantics; not the same underlying defect." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe vs key error loading MobileLLM-125M; unrelated model-load issues." + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to a key error loading MobileLLM-125M." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Undefined video token-counting helpers vs a broad v5.3.0 video input regression across models; not one concrete bug." + "reason": "Both mention exception handling, but they are different helpers with different failure modes and code paths." }, { "left": "issue:43329", - "right": "issue:43450", + "right": "issue:44479", "accept": false, - "reason": "Video token counting code bug vs batched video processor output shape bug; separate failure modes." + "reason": "There is some overlap on video-input regressions, but 43329 is a specific undefined-variable bug while 44479 is a broader multi-model regression; not enough to treat as the same issue." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo; both memory-related but different fixes." + "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are different memory-related problems in different subsystems." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument incompatibility vs PIL image processors incorrectly requiring torchvision; unrelated subsystems." + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is unrelated to PIL backend processors requiring torchvision." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading problem vs AutoImageProcessor URL loading failure; no shared code-path bug." + "reason": "FP8 config loading for Qwen3Moe and AutoImageProcessor URL loading are different problems." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "TrainerState token counter not updating vs high perplexity on GPT-oss; unrelated training/eval issues." + "reason": "Both involve CPU offload, but they affect different models and different execution paths." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "CPU offload device mismatch for bark-small vs Qwen3_5Moe rotary embedding offload incompatibility; different models and code paths." + "reason": "TrainerState token-count tracking is unrelated to high perplexity on GPT-oss-20b." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "'ADD THE DATA' is not a technical bug report, and the other is an isolated reproduction of a different issue." + "reason": "ADD THE DATA is not a concrete bug report, and it is not the same as a reproduction of issue 38071." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError vs DiffusionGemma image-text pipeline failure; different models and surfaces." + "reason": "Different pipelines and symptoms: Qwen3OmniMoe video processing error versus DiffusionGemma image-text pipeline failure." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token-ID loss vs MXFP4 quantization fallback; unrelated configuration vs quantization behavior." + "reason": "DiaConfig token-ID persistence loss is unrelated to MXFP4 quantization fallback on gpt-oss-20b." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs TrainerState input-token accounting; no shared bug." + "reason": "Tokenizer inconsistency and TrainerState token counters are unrelated." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4Config missing pad_token_id vs kernels v0.15 import/version requirement; unrelated failures." + "reason": "Missing pad_token_id in Llama4Config has nothing to do with a kernels dependency/version requirement in transformers.pipelines." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying bug vs BLIP2 dtype propagation issue; different model internals." + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are different loading/model-initialization bugs." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Physical-intelligence/fast loading regression vs CLIPTokenizer max_length bug; different tokenizer/load issues." + "reason": "A model-loading failure and CLIPTokenizer's model_max_length sentinel are not the same bug." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "mdeberta add_special_tokens regression vs Kimi-K2.5 codec/regex regression; separate tokenizer bugs." + "reason": "Different tokenizer regressions in different models/release windows; no evidence of a shared root cause." } ] }, @@ -6469,8 +6538,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -6525,8 +6594,8 @@ "soft_pairs": [ "issue:28282|issue:34689", "issue:43404|issue:45127", - "issue:43697|issue:45357", "issue:43425|issue:46291", + "issue:43697|issue:45357", "issue:42915|issue:45538", "issue:45137|issue:45405", "issue:33357|issue:34567", @@ -6542,8 +6611,8 @@ "issue:43452|issue:43582", "issue:41720|issue:43540", "issue:27957|issue:28282", - "issue:24643|issue:29159", "issue:43540|issue:44560", + "issue:24643|issue:29159", "issue:42175|issue:44488", "issue:44291|issue:44821", "issue:44987|issue:45907", @@ -6553,20 +6622,20 @@ "issue:38175|issue:44898", "issue:34567|issue:36331" ], - "prepared_review_unit_hash": "2ca7c5b4e7c785b01b128214d802d8af96eb4d2223dc90db3c5fae9caa10badc", + "prepared_review_unit_hash": "d1c498143b9d18cab1f04b7b4f33df36907dc501d33e65ae4be976277c71e731", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35839, + "serialized_chars": 35838, "estimated_input_tokens": 8960, "estimated_eval_tokens": 18176 }, @@ -6575,186 +6644,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated transformer issues with only broad subsystem overlap (tokenizers, Qwen, model loading, dtype, training). No soft pair looks like the same concrete bug/change, so I would keep them separate. No PRs are present.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45488 is the most representative cluster anchor: it is detailed, currently open, and describes a broadly impactful tokenizer regression with inbound references, making it the best umbrella issue in this set.", + "summary": "No soft pairs look like true duplicates; most are only loosely related by subsystem or general error type. The strongest representative issue in the set is the open tokenizer regression in issue:45488.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45488 is the most clearly scoped, still-open, user-facing regression with concrete impact and active discussion, so it is the best representative issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45488 best fits as the cluster\u2019s canonical issue because it is specific enough to be actionable while still broad in impact, and its discussion/inbound references suggest it is the most central/visible report here.", + "best_issue_reason": "issue:45488 has the strongest combination of clarity, reproducibility, and ongoing relevance among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Both are model-loading failures, but one is a PyTorch-missing import error and the other is a Llama 3.2 Vision loading regression; different causes and code paths." + "reason": "Both are loading/import failures, but one is a missing-PyTorch environment error and the other is a model-loading regression for a specific Llama vision model." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention tied embeddings, but one is about Mistral3 lm_head weight tying and the other is LoRA merge collapse with extended vocab; not the same bug." + "reason": "Both mention tied weights, but they describe different bugs on different models and code paths." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained visual-key regression are separate model-specific failures." + "reason": "These are unrelated dependency/version problems: Torch compatibility versus a kernels revision/version requirement." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Torch version incompatibility and kernels import requiring revision/version are unrelated issues." + "reason": "One is an output divergence regression in RTDetrV2, the other is an incorrect save_pretrained key issue for Qwen3.5." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max_length bug are unrelated." + "reason": "These concern completely different components: FP8 config loading for Qwen3Moe versus CLIPTokenizer max length." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and a PEFT minimum-version bump are not the same underlying problem." + "reason": "DeepSpeed ZeRO3 deque failure and an unsupported PEFT version bump are not the same underlying bug." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error in CLIP loading and TrainerState token counter not updating are unrelated." + "reason": "A MacOS bus error in CLIP loading is unrelated to TrainerState token counting not updating." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Backend packaging omission and missing Qwen2.5-VL class import are different failures." + "reason": "One is an install backend packaging issue, the other is a missing model class import error." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key-loading error and init_empty_weights unexpected argument error are distinct load-path bugs." + "reason": "A MobileLLM key error and an init_empty_weights argument mismatch are distinct loading failures." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch import failure and LayoutLMv3 box-validation clarity issue are unrelated." + "reason": "Missing PyTorch import and a LayoutLMv3 box-content validation message are different issues." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Both involve vision/FA2-adjacent transformer regressions, but one is a video-input functional regression and the other is a long-context performance regression; not the same bug." + "reason": "Both involve video/attention regressions, but one is a multimodal video-input functional regression and the other is a performance regression under long-context generation." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "device_map/offload loading failure and CLIPTokenizer max_length bug are unrelated." + "reason": "Device-map/offload loading failure is unrelated to a tokenizer max-length bug." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-related, but one is an AddedToken argument duplication bug and the other is a model-specific tokenizer load failure; insufficient evidence of same root cause." + "reason": "Both are tokenizer loading problems, but the concrete failure modes and affected models differ and there is no evidence they share the same root cause." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-state output bug and a general tokenization version-change report are not the same concrete issue." + "reason": "Qwen3.5 hidden-state behavior and a version-dependent tokenization change are different bugs." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FP8 config failure and FSDP CPU RAM efficient loading breakage are separate training/inference paths." + "reason": "FP8 config handling and FSDP CPU RAM efficient loading are separate advanced-loading failures." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both concern dtype handling, but one is Blip2/qformer weights staying float32 and the other is config.dtype being stale after from_config; different bugs." + "reason": "One is about actual model/qformer dtype staying float32; the other is about config.dtype getting stale after from_config." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "GGUF file handling and AppleSilicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert and Qwen3OmniMoe video-input ValueError are different failure modes." + "reason": "CUDA assert under auto device mapping for Qwen3 is not the same bug as Qwen3OmniMoe video-input validation." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 with XLMRoberta is unrelated to a missing PyTorch import error." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a missing PyTorch import error." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "DeepSpeed training runtime error and tokenizer slow/fast inconsistency are unrelated." + "reason": "Both are video-input issues, but they affect different Qwen model families and have different observed failures." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Both are Qwen video-input problems, but they involve different models and different errors (ValueError vs StopIteration), so they do not look like the same bug." + "reason": "A DeepSpeed training runtime error and tokenizer slow/fast inconsistency are not the same bug." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Packaging/backend omission and a specific model-loading failure for sleng-bert are not the same issue." + "reason": "Packaging backend selection and a specific model load failure for cjvt/sleng-bert do not match." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during empty-weight loading and URL image-processor loading are separate code paths." + "reason": "The init_empty_weights argument regression and AutoImageProcessor URL loading are different code paths." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading failure under transformers>=5.1.0 and a missing revision-forwarding bug in list_repo_files are unrelated." + "reason": "A model-loading failure and a hub list_repo_files revision-forwarding CI break are unrelated." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Same general Qwen video area, but different models and different regressions; too broad to treat as one duplicate." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": false, - "reason": "Both affect Qwen video inputs, but one is a broader regression across models and the other is specifically wrong vision_position_ids in qwen2.5-vl; not the same concrete bug." + "reason": "Qwen3OmniMoe video processing and the broader qwen2_5_vl/qwen3_vl/qwen3_5 video regression are not the same concrete issue." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but one is mdeberta special-token insertion and the other is LlamaTokenizer pre-tokenizer override; different root causes." + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different failure mechanisms." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver interpolation failure are unrelated vision-model bugs." + "reason": "A zero-probabilities problem in SigLIP2 is unrelated to a Perceiver image-classification resolution/interpolation failure." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and custom compute_loss signature mismatch are separate Trainer API issues." + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature changes are distinct Trainer API issues." } ] }, @@ -6773,8 +6836,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -6789,8 +6852,8 @@ "issue:43531", "issue:43540", "issue:43577", - "issue:43697", "issue:43716", + "issue:43720", "issue:43742", "issue:43756", "issue:43906", @@ -6803,12 +6866,12 @@ "issue:44792", "issue:44821", "issue:44877", + "issue:44898", "issue:44913", "issue:44964", "issue:45042", "issue:45072", "issue:45081", - "issue:45216", "issue:45325", "issue:45357", "issue:45405", @@ -6827,17 +6890,17 @@ "issue:46701" ], "soft_pairs": [ - "issue:43257|issue:43756", "issue:44792|issue:44964", + "issue:43257|issue:43756", "issue:44062|issue:45081", "issue:43742|issue:44589", - "issue:43756|issue:46399", "issue:45042|issue:45081", "issue:43716|issue:46701", "issue:44737|issue:46463", + "issue:43756|issue:46399", + "issue:43531|issue:44821", "issue:43756|issue:45325", "issue:44568|issue:46491", - "issue:43531|issue:44821", "issue:45405|issue:45600", "issue:43906|issue:46468", "issue:43577|issue:45072", @@ -6853,198 +6916,198 @@ "issue:43540|issue:46693", "issue:28282|issue:32090", "issue:24643|issue:29127", - "issue:43697|issue:45216" + "issue:43720|issue:44898" ], - "prepared_review_unit_hash": "3912f437c7cc66de466c2ff82a5a357fdd76e164634b5d808510c69cdf948f85", + "prepared_review_unit_hash": "c238b39495ac2d1146e2fb88fdbeedf1aa6dd06007c922fc2db1136acfb38bcc", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35594, - "estimated_input_tokens": 8899, - "estimated_eval_tokens": 18054 + "serialized_chars": 35601, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated bug reports across different models, tokenizers, configs, and runtime paths. The soft-similarity links do not look like true duplicates, so I reject all of them and see no strong canonical duplicate target.", - "confidence": 0.97, - "canonical_issue_reason": "There is no single true canonical issue here because the items span unrelated subsystems and model families; if one representative must be chosen, issue:45920 is the broadest current regression report.", + "summary": "This set is heterogeneous: the soft-similarity pairs mostly share broad themes like tokenizers, multimodal loading, or dtype issues, but they do not look like the same underlying bug/change. I found no strong duplicate PR candidates and no convincing issue-level duplicate cluster here.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45920 is the broadest, most active regression report in the set and best serves as a representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45920 is the most representative as a broad, active regression affecting multiple models/tokenizers; however, the set is not a coherent duplicate cluster.", + "best_issue_reason": "Issue 45920 is the most general and actionable bug report among these unrelated issues, with clear regression scope and multiple affected models.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Different models and different failure modes: Qwen3 MoE weight conversion vs Smollm3 RoPE layer dropping." + "reason": "Both are multimodal-related, but one is a Janus test failure and the other is a Phi-4 model load failure; different code paths and symptoms." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "A Janus test failure and a Phi-4 multimodal load regression are not the same underlying bug." + "reason": "Qwen3 MoE loading/conversion vs Smollm3 RoPE-layer dropping are unrelated model-specific bugs." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related, but one is an AddedToken argument conflict and the other is a Mistral regex/backend_tokenizer crash." + "reason": "Both involve tokenizers, but one is an AddedToken constructor error and the other is a Mistral regex patch crash; not the same bug." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Unrelated issues: MobileLLM key error versus missing Float8 storage object." - }, - { - "left": "issue:43756", - "right": "issue:46399", - "accept": false, - "reason": "Different Qwen/Smollm model-specific rotary/kernel problems; not the same code-path bug." + "reason": "A MobileLLM key error and a missing Float8 storage type are distinct loading/runtime failures." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image-processor torchvision dependency regression is unrelated to Mistral tokenizer regex patching." + "reason": "Image-processor torchvision dependency regression vs tokenizer regex crash; different subsystem and failure mode." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different multimodal models and different symptoms: dtype mismatch versus pipeline failure." + "reason": "Both are multimodal issues, but they concern different models and different processing pipelines." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "CPU device placement bug in XLNet is unrelated to T5 decoder-input validation messaging." + "reason": "XLNet CPU device bug and T5 decoder-input validation messaging are unrelated." }, { "left": "issue:43756", - "right": "issue:45325", + "right": "issue:46399", "accept": false, - "reason": "Both involve RoPE-adjacent topics, but they concern different Qwen variants and different logic errors." + "reason": "Smollm3 RoPE-layer handling and Qwen3.5 kernel registration are separate model/code-path bugs." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Tokenizer regressions, but different models and different behaviors: BOS/EOS omission versus leading-space loss." + "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are not the same issue." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch RoPE/vision models, but they target different models and different position-index logic." + }, + { + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to loading AutoImageProcessor from URL." + "reason": "Tokenizer round-trip space loss and BOS/EOS insertion failure are different tokenizer behaviors." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Both affect CI/runtime setup, but one is a dependency version bump and the other is stale auto-mapping references." + "reason": "A version pin release issue and a stale auto_mappings CI break are unrelated maintenance problems." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "A reproduction of an older issue and a Nemotron example breakage are not the same bug." + "reason": "An isolated reproduction of one issue and a broken Nemotron example are not clearly the same underlying bug." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype, but they affect different models and different forward/inference paths." + "reason": "Both are dtype-related, but they affect different model families and different tensor flows." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "A device-map mismatch in Gemma4 PLE is unrelated to T5 decoder input validation." + "reason": "Gemma4 device-map mismatch and T5 decoder validation are unrelated." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but the evidence is too weak to treat them as the same gguf/model-loading bug." + "reason": "GGUF loading breakage and a specific model load failure are not the same underlying change." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "An isolated reproduction of one issue is unrelated to a long-context FA2 performance regression." + "reason": "A reproduction issue and a FlashAttention performance regression are different classes of problems." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Weight tying in Mistral3 is unrelated to StaticCache sequence-length return type." + "reason": "Mistral3 weight tying and StaticCache seq-length contract issues are unrelated." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU tensor creation and flash_attention s_aux=None crashes are different code paths." + "reason": "XLNet positional CPU work and FlashAttention sink-less crash are separate code paths." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "A num_labels propagation bug and a strict-config loading failure are not the same issue." + "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are different config-handling bugs." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "ImageProcessor label reduction and sequence-classification loss degeneracy are different bugs." + "reason": "BeitImageProcessorFast label reduction and zero-loss classification are distinct label/classification issues." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "save_pretrained visual-encoder key regression is unrelated to tokenizer ID corruption." + "reason": "Qwen3.5 save_pretrained visual-key regression and a tokenizer ID regression are unrelated." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both mention rope/config handling, but one is silent default reversion on reload and the other is a TypeError in validation." + "reason": "GPTNeoX rotary_pct reload bug and rope-param validation TypeError are different configuration failures." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to FA2 long-context performance regression." + "reason": "Qwen3OmniMoe video-input error and FA2 long-context performance regression are not the same bug." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import and _gpu_broadcast_one NoneType handling are completely different failures." + "reason": "ImportError for missing PyTorch and a trainer broadcast NoneType TypeError are unrelated." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training weight-shape runtime error is unrelated to a LayoutLMv3 error-message clarity issue." + "reason": "DeepSpeed weight-shape RuntimeError and a LayoutLMv3 error-message clarity issue are not the same underlying problem." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "RTDetrV2 output changes and Qwen3.5 save_pretrained regression are different symptoms and code paths." + "reason": "BitNet packed-weight loading and Perceiver interpolation failures are separate model-specific bugs." } ] }, @@ -7063,8 +7126,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -7085,7 +7148,6 @@ "issue:43653", "issue:43688", "issue:43697", - "issue:43720", "issue:43742", "issue:43749", "issue:43819", @@ -7103,6 +7165,7 @@ "issue:44936", "issue:45005", "issue:45200", + "issue:45216", "issue:45356", "issue:45372", "issue:45375", @@ -7117,7 +7180,7 @@ "issue:46701" ], "soft_pairs": [ - "issue:43720|issue:44898", + "issue:43697|issue:45216", "issue:28282|issue:35141", "issue:43643|issue:45375", "issue:44466|issue:45005", @@ -7125,13 +7188,13 @@ "issue:41762|issue:44936", "issue:44361|issue:44442", "issue:43688|issue:43749", - "issue:43452|issue:44843", "issue:44493|issue:46050", "issue:43653|issue:44361", + "issue:43452|issue:44843", "issue:43819|issue:44811", "issue:43525|issue:46701", - "issue:43994|issue:44898", "issue:38175|issue:43295", + "issue:43994|issue:44898", "issue:45372|issue:46170", "issue:44936|issue:45823", "issue:43531|issue:43742", @@ -7140,214 +7203,217 @@ "issue:43646|issue:43749", "issue:43653|issue:44568", "issue:43295|issue:45356", - "issue:43577|issue:43697", "issue:29159|issue:33357", + "issue:43577|issue:43697", "issue:44464|issue:44743", "issue:43452|issue:43577", "issue:43688|issue:45704" ], - "prepared_review_unit_hash": "1343194a1e5e3b428bdf67fd01ae3da37889f62eb8747b2090cbd8811c236608", + "prepared_review_unit_hash": "4bc11858b5d5210e0c4cbe652c436ccb48baf0f7ddd23b85e6e379d38d8233bd", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35905, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "serialized_chars": 35899, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are distinct tokenizer, model-loading, or regression reports, with only a weak tied-weights subtheme standing out. No pull requests are present in the cluster.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45005 is the broadest and most detailed issue around the only clearly recurring theme here: v5 tied-weights behavior. It can plausibly serve as the umbrella report for the related lm_head.weight serialization symptom.", + "summary": "No true duplicate cluster is supported here. The previously claimed 45372\u219446170 match is superficial: one is Gemma 4 / ReasoningEffort processor loading, the other is Windows AMD ROCm PyTorch / torch.distributed. The rest are separate model or tokenizer regressions, so no soft edge should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 has the richest scope and discussion among the partially related items, making it the strongest single issue to anchor triage for the tied-weights regression thread.", + "best_issue_reason": "issue:45372 is the clearest single representative because it has the most explicit, concrete Gemma 4 processor-loading failure description, but it should not be treated as a confirmed duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Different models and unrelated failure modes; no shared concrete bug." + "reason": "Different bugs: RTDetrV2 output drift vs Qwen3.5 checkpoint save corruption." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "ImportError for missing PyTorch vs embedding resize/reinit regression are unrelated." + "reason": "Missing PyTorch import vs token-embedding resize/post_init reinitialization; unrelated failure modes." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve config fields, but the underlying causes and affected paths differ." + "reason": "Both involve missing config fields, but one is AutoConfig/trust_remote_code and the other is strict-dropping a specific vision config field." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is about lm_head.weight serialization by device and the other is a broader translation-model regression; not clearly the same bug." + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model v5 regression." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma 4 multimodal input defaults vs T5 decoder-input validation are different issues." + "reason": "Gemma 4 multimodal token defaults vs T5 decoder-input validation messaging; different code paths and symptoms." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading crash vs trainer.evaluate-after-train failure are unrelated." + "reason": "Gemma3 ZeRO-3 loading failure vs trainer lifecycle evaluate-after-train issue; unrelated." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizers and different errors; no evidence of the same code path." + "reason": "Different tokenizer implementations and distinct AttributeError/load failures." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization bug and FSDP loading breakage are unrelated." - }, - { - "left": "issue:43452", - "right": "issue:44843", - "accept": false, - "reason": "Both hit from_pretrained flows, but gguf_file handling and offline model_info patching are different bugs." + "reason": "Auxiliary-loss normalization vs FSDP CPU RAM efficient loading; unrelated subsystems." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Position-id key warnings and sinq save/load quantization breakage are different problems." + "reason": "Position-id key warnings vs quantized save/load breakage after sinq serialization." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer-specific failures with no shared underlying defect." + "reason": "BigBird special-token registration bug vs MLuke tokenizer task AttributeError; different defects." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading breakage vs offline-mode mistral regex patch issue; both are loader-related but not the same bug." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC forward/latents mismatch and Whisper batch_decode behavior are unrelated." + "reason": "DAC latent decoding mismatch vs Whisper batch_decode skip_special_tokens handling; unrelated." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4 config attribute error and DiffusionGemma pipeline failure are unrelated." + "reason": "Missing pad_token_id in Llama4Config vs DiffusionGemma image-text pipeline failure; no shared code path." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Both involve vision models, but they describe different symptoms and likely different root causes." + "reason": "SigLIP2 zero probabilities vs processor/tokenizer regression in custom model code; different failure classes." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "SigLIP2 zero-probabilities and processor/tokenizer regression are different bugs." + "reason": "SigLIP2 nonsensical outputs vs Perceiver interpolation failure; different models and symptoms." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma processor import dependency breakage and Windows ROCm torch.distributed issue are unrelated." + "reason": "Not the same bug: Gemma 4 ReasoningEffort/processor loading is unrelated to Windows AMD ROCm PyTorch torch.distributed import/type errors." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer lifecycle failure and Gemma4 device-mismatch forward bug are unrelated." + "reason": "Trainer.evaluate lifecycle bug vs Gemma4 device_map auto device mismatch; unrelated." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM loading key error are unrelated." + "reason": "Qwen3-MoE sliding_window behavior vs MobileLLM-125M key error; different problems." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Different optional-backend dependency errors; not the same backend mapping bug." + "reason": "TensorBoard-without-TF backend issue vs tensorflow_text backend mapping failure; related installation surface, but distinct bugs." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Generic v5 cleanup behavior change vs CodeLlama leading-space regression are not clearly the same bug." + "reason": "General v5 cleanup behavior change vs CodeLlama leading-space round-trip regression; related area only." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage and FSDP loading breakage are unrelated." + "reason": "Custom model initialization regression vs FSDP RAM-efficient loading breakage; not the same issue." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer special-token bugs affecting different models." + "reason": "Both are tokenizer special-token regressions, but on different models and with different observable failures." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but the affected flows and described failure modes differ." + "reason": "Processor/tokenizer regression vs Kimi-K2.5 codec/mistral-regex regression; different concrete bugs." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "BLIP2 dtype propagation and RTDetrV2 output divergence are unrelated." + "reason": "Slow/fast tokenizer inconsistency vs MacOS CLIP bus error; unrelated." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and MacOS CLIP bus error are unrelated." + "reason": "BLIP2 dtype casting bug vs RTDetrV2 output drift; different models and code paths." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3 recurrent-state reset are different generation bugs." + "reason": "Both affect generation behavior, but compiled-forward chunking inconsistency and cache-state reset are distinct bugs." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading breakage and BLIP2 dtype mismatch are unrelated." + "reason": "GGUF loading failure vs BLIP2 dtype issue; unrelated." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are unrelated." + "reason": "Aux-loss normalization bug vs T5 apex FusedRMSNorm memory leak; different implementation problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate/canonical claim is not grounded in the packet. Issue:45372 is about `ReasoningEffort`/Gemma 4 processor loading, while issue:46170 is about Windows AMD ROCm PyTorch and `torch.distributed`; the titles do not indicate the same bug, let alone match almost verbatim. Because the key duplicate conclusion overstates the evidence, this should be rejected." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7360,8 +7426,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -7386,6 +7452,7 @@ "issue:43742", "issue:43756", "issue:43782", + "issue:43825", "issue:43927", "issue:44361", "issue:44464", @@ -7409,7 +7476,6 @@ "issue:45701", "issue:46002", "issue:46050", - "issue:46365", "issue:46402", "issue:46612", "issue:46693" @@ -7422,8 +7488,8 @@ "issue:44479|issue:44625", "issue:45491|issue:46002", "issue:43550|issue:44361", - "issue:43688|issue:45440", "issue:44484|issue:44704", + "issue:43688|issue:45440", "issue:33666|issue:36010", "issue:43742|issue:44821", "issue:32090|issue:33666", @@ -7436,238 +7502,238 @@ "issue:44977|issue:46693", "issue:43504|issue:44610", "issue:43577|issue:44554", - "issue:43720|issue:43927", "issue:33666|issue:36331", - "issue:43643|issue:44561", + "issue:43720|issue:43927", "issue:43606|issue:43927", + "issue:43643|issue:44561", "issue:43278|issue:43688", "issue:43782|issue:46693", "issue:44964|issue:45405", "issue:39692|issue:43493", "issue:43262|issue:43295", - "issue:44554|issue:46365", - "issue:43720|issue:44361" + "issue:43720|issue:44361", + "issue:43493|issue:43825" ], - "prepared_review_unit_hash": "bb9b12373a7dd161aec76aca1ca8772431c32f93e4e39479391ab4e34a147209", + "prepared_review_unit_hash": "c57293c273d25222a8de3eeb059ed2c3b949d5d7d00b22aed360f722f1dcc561", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37428, - "estimated_input_tokens": 9357, - "estimated_eval_tokens": 18970 + "serialized_chars": 37440, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: the items cover unrelated bugs, regressions, model-specific issues, and docs/examples. No soft-edge pair looks like the same underlying change, so I reject all candidate duplicates and do not nominate a single canonical issue/PR.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These artifacts are broadly related to Transformers bugs, but the soft-similarity edges mostly connect different failure modes, models, or code paths. I found no true duplicate cluster to merge, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not describe the same underlying bug, despite overlapping vocabulary like tokenizer, generation, dtype, and loading.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If forced to pick a representative standalone issue, issue 44843 is the clearest actionable report, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Different model families and failure modes: Smollm3 RoPE layer mismatch vs Sam3 text encoder weights not loading." + "reason": "Different model families and defects: missing RoPE layers vs text encoder weights not loading." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is offline-model_info patching and the other is a specific tokenizer failure for EMBEDDIA/est-roberta; not the same bug." + "reason": "Both involve tokenizer loading, but one is an offline hub call regression and the other is a model-specific tokenizer load failure." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "Mask token registration bug and config field loss on save/load are different root causes and symptoms." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to a broad tokenization-version change report." + "reason": "Auxiliary loss normalization is unrelated to a version-dependent tokenization change." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video input regression for Qwen VL models is unrelated to num_labels propagation in Qwen3.5 config." + "reason": "Video input regression for Qwen VL models is not the same as num_labels propagation into text config." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Gemma3 mixed-length NaNs in attention are unrelated to classification-head NaNs during checkout/init." + "reason": "Both mention NaNs, but one is a sliding-window attention GPU bug and the other is a classification-head init/checkpoint issue." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to MLukeTokenizer AttributeError." + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer attribute errors." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "MoE auxiliary-loss scaling bug is unrelated to DeepseekV3MoE implementation divergence." + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor kwargs not being forwarded to cached_file." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor not forwarding kwargs to cached_file." + "reason": "Different model implementations and bug classes: loss normalization vs DeepSeekV3MoE divergence." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training is unrelated to an import error for GenerationMixin." + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM key-error loading is unrelated to AutoImageProcessor failing from URL." + "reason": "Loading facebook/MobileLLM fails with a key error, while AutoImageProcessor from URL is a separate fetch/load problem." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is a generic training crash, not the same as Qwen2-VL multi-GPU training setup issue." + "reason": "Trainer GPU broadcast NoneType error is not the same bug as Qwen2-VL multi-GPU training." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "KV-cache continuation indexing in transformers serve is unrelated to beam-search cache reorder omissions for specific model classes." + "reason": "Different generation paths and models: serve KV-cache continuation indexing vs beam-search cache reorder omission." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Inconsistent lm_head.weight serialization is unrelated to quantized model save/load breakage." + "reason": "Serialization of tied lm_head weights is distinct from sinq quantization save/load breakage." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to chunked generation inconsistencies under compiled forward." + "reason": "Auto device mapping cudaErrorAssert and inconsistent chunked generation under compiled forward are different failures." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation under compiled forward is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Both concern generation, but compiled-forward inconsistency is not the same as the flash-attention correctness bug." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "BEiT legacy-field loading failure is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Legacy field loading for Beit is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "BEiT pretrained preset loading failure is unrelated to Bamba torch.compile SDPA behavior." + "reason": "Beit pretrained preset loading and Bamba torch.compile SDPA failures are unrelated." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Qwen3.5 flash-attention correctness bug is unrelated to a general FA2 long-context performance regression." + "reason": "Flash-attention output correctness and long-context performance regression are not the same underlying bug." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "BEiT legacy-field load bug is unrelated to OmDet-Turbo processor/model image-size mismatch." + "reason": "Legacy config-field loading is unrelated to an OmDet processor/model input-size mismatch." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation bug is unrelated to MPS attention correctness when value head dim differs from query." - }, - { - "left": "issue:43720", - "right": "issue:43927", - "accept": false, - "reason": "BitNet accelerate-loading unpack bug is unrelated to DiaConfig losing custom token IDs." + "reason": "Blip2 dtype propagation is unrelated to an MPS attention correctness issue." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training is unrelated to CustomTrainer.compute_loss signature changes." + "reason": "Qwen2-VL multi-GPU training and a custom trainer compute_loss signature mismatch are different issues." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "Packed-weight loading and DiaConfig token ID persistence are unrelated." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig token-ID loss." + "reason": "CPU offload device mismatch is not the same as missing custom token IDs after save/load." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Trust-remote-code config field loss and removal of is_torch_fx_available are different regressions." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to MoE auxiliary-loss normalization." + "reason": "Embedding dtype drift and auxiliary loss normalization are unrelated." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only load error is unrelated to FA2 long-context performance regression." + "reason": "Qwen3VL weight_only load failure is not the same as a flash-attention performance regression." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal load failure is unrelated to a PEFT version pin being ahead of PyPI release." + "reason": "A model loading regression is unrelated to an unreleased PEFT minimum-version bump." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 docs example errors are unrelated to SigLIP2 implementation discrepancy with the original JAX version." + "reason": "Broken documentation example and HF-vs-JAX implementation discrepancy are different scopes." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to processor.tokenizer access / passing images to tokenizer regression." + "reason": "Audio sampling-rate defaulting and processor.tokenizer/image-passing regression are separate API bugs." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "MPS attention correctness issue is unrelated to Trainer import failure caused by datasets installation." + "reason": "BitNet packed-weight loading and MLukeTokenizer attribute failure do not share the same code path." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "BitNet packed-weight loading issue is unrelated to MLukeTokenizer task AttributeError." + "reason": "SigLIP2 implementation mismatch and a pipeline translation error message are unrelated." } ] }, @@ -7686,8 +7752,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -7710,16 +7776,15 @@ "issue:43646", "issue:43701", "issue:43824", - "issue:43825", "issue:43844", "issue:43927", "issue:43994", - "issue:44112", "issue:44361", "issue:44451", "issue:44466", "issue:44488", "issue:44514", + "issue:44554", "issue:44568", "issue:44589", "issue:44625", @@ -7737,11 +7802,12 @@ "issue:46050", "issue:46192", "issue:46209", + "issue:46365", "issue:46489", "issue:46710" ], "soft_pairs": [ - "issue:43493|issue:43825", + "issue:44554|issue:46365", "issue:44514|issue:45290", "issue:43525|issue:43572", "issue:43452|issue:44451", @@ -7759,9 +7825,9 @@ "issue:43646|issue:44466", "issue:44568|issue:46489", "issue:44849|issue:45357", - "issue:46209|issue:46710", "issue:43278|issue:43701", "issue:44792|issue:45405", + "issue:46209|issue:46710", "issue:44488|issue:44843", "issue:43575|issue:45405", "issue:43927|issue:44361", @@ -7769,217 +7835,210 @@ "issue:43257|issue:43299", "issue:43824|issue:44589", "issue:44568|issue:45812", - "issue:43504|issue:43606", - "issue:43606|issue:44112" + "issue:43504|issue:43606" ], - "prepared_review_unit_hash": "3aa4dbfc9e7a287aeaf415f82604fffc341cadc71f9338846dd1a1edef16e08b", + "prepared_review_unit_hash": "7ef12a3468f3bbe6b26fe0b77faa4ecb82b23d1ce56ef462ba66d086aa6bf3f3", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36686, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "soft_pair_count": 29, + "serialized_chars": 36394, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous. The soft-similarity pairs are mostly false positives across different models, code paths, and failure modes; none looks like the same underlying bug/change closely enough to merge.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45812 is the broadest tokenizer-regression report in the set and has the strongest downstream impact among the tokenizer-related items, so it is the best umbrella representative if one issue must anchor the cluster.", + "summary": "This cluster is mostly a set of superficially similar but actually unrelated bug reports, with many false-positive soft similarities around tokenizers, model loading, and version regressions. I would use the broad Granite tokenizer regression as the representative issue, but none of the soft edges look like true duplicates.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45812 is the broadest, most central tokenizer-regression report in the set: it affects all Granite models, clearly describes a v4\u2192v5 break, and has the strongest external signal (inbound references).", "canonical_pr_reason": null, - "best_issue_reason": "45812 is the most general and widely relevant issue here: it describes a silent tokenizer regression affecting all Granite models, which makes it the best candidate for duplicate triage within this otherwise mixed set.", + "best_issue_reason": "issue:45812 is the best global representative because it is concrete, high-signal, and broadly scoped compared with the many model-specific or one-off failures in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Both mention model/pipeline correctness, but one is a SigLIP2 implementation mismatch and the other is a pipeline task-support error; different subsystems and symptoms." + "reason": "Different subsystems and failure modes: MPS attention correctness vs importing Trainer being blocked by datasets." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are apply_chat_template crashes, but the triggers differ: batched Qwen2.5-VL with padding=False versus assistant tool-call messages with no content." + "reason": "Both involve chat template APIs, but the bugs are different: batched padding=False crash vs tool-call/no-content crash." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "These are similar migration-style config errors, but they involve different models and missing fields (pad_token_id vs pad_token_idx), so they are not the same bug." + "reason": "Similar missing-pad-token wording, but they hit different config fields and different model families." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "One is a gguf_file/from_pretrained breakage, the other is a model-specific load failure for ScandiBERT; same broad area, but not the same code-path problem." + "reason": "One is a gguf_file loading regression across entry points; the other is a specific model load failure for ScandiBERT." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Different models and unrelated failure modes: Qwen3.5 num_labels propagation versus Whisper generation after align_special_tokens." + "reason": "Unrelated models and code paths: config propagation bug vs Whisper empty-transcription generation failure." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "These are separate runtime issues: Qwen3.5 flash-attention generation versus FP8 inference failure on B200 hardware." + "reason": "Different execution paths and symptoms: flash-attention generation issue vs FP8 inference failure on B200." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "One is a device-map forward mismatch, the other is quantized save/load breakage; different stages and likely different fixes." + "reason": "Device-map forward mismatch and quantized save/load breakage are distinct bugs." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "The tokenizer-added-space bug and the MacOS CLIP bus error are unrelated." + "reason": "Tokenizer spacing bug vs MacOS bus error on a CLIP model; no shared concrete root cause." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 nonsense outputs and silently ignored return_tensors are distinct API bugs with different triggers." + "reason": "SigLIP2 wrong outputs and return_tensors handling are different issues." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated issues." + "reason": "Tokenizer BPE-marker handling vs Qwen3.5 flash-attention generation; unrelated." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in evaluate and gradient explosion under ZeRO-3 are different training/runtime problems." + "reason": "Embedding dtype regression in eval is not the same bug as ZeRO-3 gradient explosion." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "A SigLIP2 discrepancy versus a ZeRO-3 gradient regression are clearly different bugs." + "reason": "SigLIP2 implementation discrepancy and ZeRO-3 gradient growth do not share a concrete code-path." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 output_hidden_states behavior and FP8 inference on B200 do not share the same underlying cause." + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference on B200." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example errors are not the same as the processor/tokenizer API regression in custom model code." + "reason": "Both mention processor/tokenizer, but one is a docs example with multiple errors and the other is a regression in processor/tokenizer behavior." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "A MacOS bus error in CLIP loading and Qwen2-VL multi-GPU training are unrelated." + "reason": "Completely different models and failures: CLIP bus error on MacOS vs Qwen2-VL multi-GPU training." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is custom model initialization and the other is device-dependent serialization of tied weights." + "reason": "Custom model initialization breakage and device-dependent lm_head serialization are not the same underlying bug." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different mechanisms; they are not the same concrete bug." + "reason": "Both are tokenizer regressions in v5+, but they concern different models and different failure mechanisms." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Output-hidden-states behavior and incorrect visual encoder key saving are separate Qwen3.5 issues." - }, - { - "left": "issue:46209", - "right": "issue:46710", - "accept": false, - "reason": "FP8 inference on B200 and a DeepSeek-R1-Distill-Llama accuracy regression after upgrade are different problems." + "reason": "Hidden-states behavior and incorrect visual-encoder key serialization are separate issues." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype changes and resume_from_checkpoint key mismatches do not share the same code path." + "reason": "BF16/FP32 dtype drift is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing Janus image-generation test and an unreleased peft version bump are unrelated." + "reason": "A failing Janus test case and an unreleased PEFT version bump are not duplicates." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure and a DeepSeek accuracy regression are different problems." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Both involve model loading/tokenizers, but one is a specific model load failure and the other is an offline-mode regression in a regex patch." + "reason": "Specific model load failure vs offline-mode regression in _patch_mistral_regex; different root causes." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to a dependency version bump." + "reason": "OOM during tensor-parallel load is unrelated to the PEFT version requirement issue." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are different failures." + "reason": "Config save/load token-ID loss and tokenizer AttributeError on tasks are different bugs." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "These are different backend compatibility errors: Float8 storage lookup versus flash_attn import metadata on Python 3.13." + "reason": "Float8 storage lookup and flash_attn import KeyError are unrelated compatibility issues." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both concern Qwen3 MoE models, but one is weight conversion under accelerate+deepspeed and the other is a loading regression for Qwen3VL MoE models." + "reason": "Both involve Qwen MoE loading, but one is accelerate/deepspeed weight conversion and the other is a different model-family load breakage." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "An import error for a model class and a Float8 storage object lookup failure are unrelated." + "reason": "ImportError for a missing model class and a Float8 storage TypeError are not the same bug." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different model families and different concrete behaviors." + "reason": "Both are tokenizer regressions, but one is special-token insertion for mdeberta-v3 and the other is wrong token IDs for Granite models." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "A legacy-field loading failure in BEiT semantic segmentation is unrelated to the Bark CPU offload device mismatch." - }, - { - "left": "issue:43606", - "right": "issue:44112", - "accept": false, - "reason": "These both mention devices, but one is a real forward-path mismatch and the other is a stale CI test; not the same underlying bug." + "reason": "Legacy-field load failure in BEiT segmentation and CPU-offload device mismatch in bark-small are unrelated." } ] }, @@ -7998,8 +8057,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -8018,6 +8077,7 @@ "issue:43493", "issue:43504", "issue:43572", + "issue:43606", "issue:43653", "issue:43696", "issue:43701", @@ -8025,6 +8085,7 @@ "issue:43873", "issue:43937", "issue:43994", + "issue:44112", "issue:44291", "issue:44423", "issue:44464", @@ -8037,7 +8098,6 @@ "issue:45200", "issue:45229", "issue:45245", - "issue:45406", "issue:45446", "issue:45520", "issue:45584", @@ -8045,7 +8105,6 @@ "issue:45759", "issue:45823", "issue:46050", - "issue:46121", "issue:46285", "issue:46369", "issue:46424", @@ -8053,6 +8112,7 @@ "issue:46710" ], "soft_pairs": [ + "issue:43606|issue:44112", "issue:43334|issue:43572", "issue:43334|issue:45759", "issue:43572|issue:44291", @@ -8079,181 +8139,204 @@ "issue:44554|issue:45446", "issue:44423|issue:44734", "issue:43493|issue:43701", - "issue:41720|issue:46710", - "issue:45406|issue:46121" + "issue:41720|issue:46710" ], - "prepared_review_unit_hash": "0e37f31d798ce2663d66e87772e6398793b552ae114f72a7dd3c9dae91f6342f", + "prepared_review_unit_hash": "1de51f31d8fb4d18f18d465afd620e4801551c889e4badb4277bad1a8577a734", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36157, - "estimated_input_tokens": 9040, - "estimated_eval_tokens": 18336 + "serialized_chars": 36094, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are broadly unrelated, with only loose thematic overlap around model/config loading regressions. No soft pair looks like the same underlying bug, so I would not merge any of them as duplicates.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43334 is the most representative of the small subset of load-time config compatibility reports (Qwen multimodal config missing a pad token attribute), but overall the cluster is too heterogeneous to indicate a true duplicate family.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43334 is the clearest, most concrete bug report among the set and sits near the most plausible thematic center of the cluster (model/config loading regressions).", + "summary": "This cluster is mostly a loose similarity bucket of unrelated Transformers issues. None of the soft pairs look like the same underlying bug/change strongly enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate set emerges; the issues span many unrelated models, subsystems, and failure modes, so a shared canonical issue is not justified.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "issue:45229 is the strongest standalone candidate as it is the most detailed/high-signal report in the set, but it is not a true representative of the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Different models and failures: CPU offload device mismatch vs a CI stale device override test." + }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are missing-attribute config load failures, but they affect different models, different fields, and different code paths." + "reason": "Both involve missing config attributes, but they affect different models/fields and do not share the same concrete bug." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is incorrect text_config unwrapping; not the same bug." + "reason": "Both touch multimodal config handling, but one is a missing pad_token_id attribute and the other is text_config unwrapping in from_config; not the same fix." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "One is a missing config field after a version update; the other is an init_empty_weights/_is_hf_initialized constructor mismatch. Different failures." + "reason": "Completely different code paths: a StableLm config field regression vs an init_empty_weights argument error." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Integer category-limit error and an accuracy regression are unrelated bugs." + "reason": "Unrelated failures: category cardinality limit vs an accuracy regression after upgrade." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id key handling and CLIP text model structure inconsistency are separate issues." + "reason": "Different problems in different model classes; one is unexpected key handling, the other is CLIP text model structure drift." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy-field model loading failure and tokenizer special-token registration are different problems." + "reason": "Beit legacy-field loading bug is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Compiled-forward chunked-generation inconsistency is not the same as cache_length being ignored except for quantized cache." + "reason": "Both mention generation/cache behavior, but the concrete bugs differ: compiled forward inconsistency vs cache length config honoring." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and a diffusion pipeline failure are different code paths and symptoms." + "reason": "GenerationConfig validation and an image-text pipeline failure are not the same underlying issue." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Defaulting mm_token_type_ids and CUDA OOM in multi-GPU inference are unrelated." + "reason": "Same model family, but one is a required token-type default bug and the other is a multi-GPU OOM; different failure modes." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation/compiled forward is unrelated to Whisper empty-transcription behavior after align_special_tokens." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is OOM and the other is a device mismatch in PLE; not mergeable as one fix." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed/ZeRO gradient growth and Phi-4 multimodal loading failure are not the same bug." + "reason": "DeepSpeed gradient amplification and Phi-4 multimodal loading are unrelated." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantized offloading behavior and sinq save/load breakage are different quantization-related issues, not one concrete defect." + "reason": "Quantization/offloading issues in general, but these are different concrete bugs and likely different fixes." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 output discrepancy and unexpected position-id keys are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to MLFlow job reporting on training failure." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink-less crash and sinq serialization breakage have no shared underlying code-path failure." + "reason": "flash_attention.py crash on s_aux=None is unrelated to sinq save/load breakage." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and _gpu_broadcast_one NoneType errors are unrelated." + "reason": "Tokenizer consistency and trainer GPU broadcast NoneType errors are different subsystems and bugs." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting on failed jobs are separate concerns." + "reason": "Local-path import warning is unrelated to GPT-oss CUDA OOM." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation errors and flash_attn import key errors are unrelated." + "reason": "Template compilation error and flash_attn import KeyError are unrelated." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues and DiffusionGemma pipeline failure are different models and mechanisms." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the DiffusionGemma pipeline failure." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer added-space behavior and TrainerState token counting are unrelated." + "reason": "Tokenizer added-space behavior is unrelated to TrainerState token counting." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SIGLIP2 zero-probability outputs are unrelated." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Sam3PixelDecoder dummy convolution and sam3-litetext memory overflow are different issues." + "reason": "Sam3PixelDecoder dummy Conv2d and sam3-litetext memory overflow are different issues." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a PyTorch version guard for flex_attention imports are not the same bug." + "reason": "MPS attention correctness and a flex_attention import version check are not the same bug." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve-related, but one crashes on multimodal tensor conversion and the other on KV-cache continuation indexing; distinct failures." + "reason": "Both are serve-related crashes, but the concrete failures differ: multimodal tensor `.to` on string vs KV-cache continuation indexing." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "SigLIP2 implementation discrepancy and checkpoint key mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "CUDA assert under auto device mapping and an accuracy regression after upgrade are not the same underlying issue." - }, - { - "left": "issue:45406", - "right": "issue:46121", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-parameter JSON list handling are unrelated." + "reason": "A800 cudaErrorAssert with auto device mapping is unrelated to an accuracy regression after upgrade." } ] }, @@ -8272,8 +8355,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -8299,7 +8382,6 @@ "issue:43844", "issue:43856", "issue:43873", - "issue:43950", "issue:43957", "issue:44112", "issue:44186", @@ -8316,32 +8398,34 @@ "issue:45290", "issue:45356", "issue:45381", + "issue:45406", "issue:45520", "issue:45588", "issue:45759", "issue:45823", + "issue:46121", "issue:46178", "issue:46192", "issue:46209", - "issue:46285", "issue:46710" ], "soft_pairs": [ - "issue:43404|issue:46710", + "issue:45406|issue:46121", "issue:45072|issue:45198", - "issue:37428|issue:43957", + "issue:43404|issue:46710", "issue:43295|issue:43450", + "issue:37428|issue:43957", "issue:45588|issue:45759", "issue:43540|issue:45200", "issue:45200|issue:45823", - "issue:44186|issue:46192", "issue:43295|issue:43873", + "issue:44186|issue:46192", "issue:45823|issue:46192", "issue:43295|issue:44610", "issue:45520|issue:46178", + "issue:43450|issue:43575", "issue:43232|issue:44849", "issue:43572|issue:44987", - "issue:43450|issue:43575", "issue:43550|issue:43844", "issue:43572|issue:43957", "issue:44554|issue:45356", @@ -8353,226 +8437,228 @@ "issue:39692|issue:46192", "issue:43278|issue:43856", "issue:45381|issue:46209", - "issue:44521|issue:45290", "issue:28218|issue:35141", - "issue:42915|issue:43824", - "issue:43950|issue:46285" + "issue:44521|issue:45290", + "issue:42915|issue:43824" ], - "prepared_review_unit_hash": "7b35ca44567f1eee8f0fda422d471df6df07dbbf8104e50247e4ceb1bbefe7f1", + "prepared_review_unit_hash": "9927ce49b10eac0e75df409be011508f01524cf9c5d02542fe24606119e00fda", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37041, - "estimated_input_tokens": 9261, - "estimated_eval_tokens": 18778 + "serialized_chars": 37004, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft edges look like false positives: the items span unrelated tokenizer, model-loading, generation, quantization, multimodal-processing, and documentation bugs with no clear shared code path.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: every soft pair appears to describe a different bug or regression, so there is no duplicate cluster to collapse.", - "canonical_pr_reason": "No PRs present in the provided items.", - "best_issue_reason": "No best issue: none of the issues is clearly representative of a merged duplicate set.", - "best_pr_reason": "No PRs present in the provided items.", + "summary": "The set is mostly a grab bag of unrelated Transformers issues; I only see one plausible duplicate pair in the SigLIP2 reports. No pull requests are present in the cluster.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43493 is the broadest concrete bug report in the only plausible duplicate area (SigLIP2), while issue:38175 reads like a specific symptom of the same model discrepancy.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best single issue to anchor on because it describes the underlying HF-vs-JAX SigLIP2 mismatch more generally than the zero-probabilities symptom in issue:38175.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43404", - "right": "issue:46710", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Different bugs and model families: Mistral3 tie-weight issue vs DeepSeek accuracy regression." + "reason": "Different subsystems: Gemma4 processor loading vs rope-parameter validation." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "CI dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; unrelated symptoms." + "reason": "Unrelated failures: dtype mismatch in inference vs Wav2Vec2 save/tokenization breakage." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43404", + "right": "issue:46710", "accept": false, - "reason": "Missing import symbol vs meta-device loading regression; different code paths." + "reason": "Different bug classes: tied lm_head weights vs a model accuracy regression." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression with images vs batched video output shape bug." + "reason": "One is processor.tokenizer/image-input regression; the other is batched video shape handling." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Different import/load paths: flash-attention utility import vs meta-device model loading." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "flash_attention crash on s_aux=None vs AutoModelForCausalLM config unwrapping; unrelated." + "reason": "Flash-attention sink handling and multimodal config unwrapping are separate code paths." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3Omni video ValueError vs Gemma4 mm_token_type_ids defaulting issue." + "reason": "Video processing error in Qwen3OmniMoe is unrelated to Gemma4 token-type defaults." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Missing mm_token_type_ids vs device_map auto forward mismatch; different root causes." + "reason": "Text-only mm_token_type_ids defaulting and PLE device mismatch are different issues." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Tokenizer crash on NER/batched padding vs return_tensors ignored with text_kwargs; different behaviors." + "reason": "Processor/tokenizer regression is not the same as quantization offloading behavior." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "Processor/tokenizer bug vs quantization offloading failure; not the same bug." + "reason": "NER/batched padding crash in a tokenizer is unrelated to return_tensors precedence." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device mismatch vs return_tensors handling; different APIs and failures." + "reason": "Device-map forward mismatch is unrelated to ignored return_tensors handling." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Images-to-tokenizer regression vs processor output size mismatch; unrelated preprocessing bugs." + "reason": "Different multimodal processor bugs: image tokenizer regression vs wrong default image size." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn import KeyError on Python 3.13 vs BACKENDS_MAPPING error for tensorflow_text." + "reason": "Separate backend/import errors: flash_attn KeyError vs tensorflow_text backend validation." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch-shape bug and Qwen2 OOM on tensor parallelism are not duplicates." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwarg update after sync_gpus vs Qwen3.5 hidden_states bug; different code paths." + "reason": "Generation kwargs sync bug is unrelated to Qwen3.5 hidden-states output behavior." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in config vs model loading failure for a specific repo; unrelated." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Batched video shape bug vs tensor-parallel OOM when loading a large model; not duplicates." + "reason": "Missing StableLmConfig field and a model-loading failure on physical-intelligence/fast are not the same concrete bug." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile+SDPA failure vs ZeRO-3 gradient increase; different training/runtime issues." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Config regression vs meta-device loading breakage; different underlying problems." + "reason": "Config field regression and meta-device loading breakage are different underlying problems." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness bug vs Kimi-K2.5 tokenizer regression; unrelated." + "reason": "MPS attention correctness issue is not the same as Kimi tokenizer codec regression." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Flash-attention helper import error vs missing Qwen2_5_VL export; different missing symbols." + "reason": "Unrelated import errors for different symbols and model families." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning vs SigLIP2 implementation discrepancy; unrelated." + "reason": "Trailing-slash import warning is unrelated to the SigLIP2 implementation discrepancy." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs GraniteSpeech CI device override test." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device overrides are unrelated." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "lm_head serialization inconsistency vs LoRA merge collapse after vocab extension; related theme but not the same code-path bug." + "reason": "Both involve tied weights, but one is serialization inconsistency and the other is LoRA merge collapse; not the same bug." }, { "left": "issue:38175", "right": "issue:43493", - "accept": false, - "reason": "Both are SigLIP2-related, but one reports zero probabilities and the other a JAX/HF discrepancy; not clearly the same bug." + "accept": true, + "reason": "Both are SigLIP2 correctness reports; 38175\u2019s zero-probability symptom fits the broader HF-vs-JAX implementation discrepancy in 43493." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Documentation example errors vs return_tensors/text_kwargs handling; different issues." + "reason": "SigLIP2 docs/example errors are unrelated to return_tensors precedence." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift on evaluate vs MoE memory inefficiency; unrelated." + "reason": "Embedding dtype drift during eval and Qwen3 MoE memory usage are different issues." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "qwen2.5-vl video position-id bug vs FP8 inference failure on B200; different models and hardware paths." - }, - { - "left": "issue:44521", - "right": "issue:45290", - "accept": false, - "reason": "assistant_masks all zero vs crash on tool-call messages; same API but distinct bugs." + "reason": "Qwen2.5-VL video position ids and FP8 inference on B200 are different code paths." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Added-token spacing bug vs embedding reinitialization after resize; unrelated tokenizer/model-init issues." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe vs Qwen2_5_VL import error; unrelated." + "reason": "Assistant mask generation for multimodal templates is unrelated to tool-call content handling." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained vs CLIPTextModel structure inconsistency; different loading/model-shape bugs." + "reason": "Qwen3Moe FP8 failure and a Qwen2.5-VL import error are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet: the SigLIP2 pair (issue:38175, issue:43493) is the only clearly plausible duplicate cluster, the summary stays conservative about the rest, and there are no PRs in the item set. The soft-edge verdicts read as cautious false negatives rather than overstatements." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -8584,8 +8670,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -8610,6 +8696,7 @@ "issue:43824", "issue:43827", "issue:43901", + "issue:43950", "issue:43975", "issue:44112", "issue:44206", @@ -8638,6 +8725,7 @@ "issue:46512" ], "soft_pairs": [ + "issue:43950|issue:46285", "issue:43452|issue:46512", "issue:43824|issue:43975", "issue:43334|issue:43525", @@ -8649,13 +8737,13 @@ "issue:44898|issue:45412", "issue:43827|issue:43901", "issue:45200|issue:45325", - "issue:44561|issue:46234", "issue:44610|issue:44857", + "issue:44561|issue:46234", "issue:43388|issue:43526", "issue:43335|issue:43550", "issue:43819|issue:45083", - "issue:41720|issue:46209", "issue:44857|issue:45593", + "issue:41720|issue:46209", "issue:44206|issue:45584", "issue:45759|issue:46285", "issue:45520|issue:46170", @@ -8663,199 +8751,205 @@ "issue:38175|issue:45412", "issue:43335|issue:43653", "issue:29942|issue:32090", - "issue:37428|issue:43425", - "issue:43550|issue:44112" + "issue:43550|issue:44112", + "issue:37428|issue:43425" ], - "prepared_review_unit_hash": "b3cc25802611c3dc09ae59ecf397499a8a400ff4d512db57b698147ddd0cb765", + "prepared_review_unit_hash": "e8a52da1a67116b6bd1cd1b5cf5edf0e834d6780acb75af4650df08e7683e108", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35515, - "estimated_input_tokens": 8879, - "estimated_eval_tokens": 18014 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36427, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similarity pairs mostly share broad themes like import errors, model-specific regressions, or processor/config issues, but they do not look like the same underlying bug or change. I found no safe PR duplicate merge here; the strongest issue anchor is a highly discussed, concrete bug report, but it is not representative of the whole set.", - "confidence": 0.39, - "canonical_issue_reason": "issue:43824 has the strongest signal in the cluster (high discussion/inbound refs) and a concrete, reproducible import failure, making it the best single issue anchor despite the cluster\u2019s overall heterogeneity.", + "summary": "No soft pair looks like the same underlying bug/change; most are clearly different model-, tokenizer-, processor-, or environment-specific regressions. I chose the non-persistent buffer loading regression as the most representative issue, but this cluster is not a true duplicate set.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43950 is the strongest standalone regression candidate: it is concrete, broadly impactful, and describes a clear loading bug with a specific transformers 5.x regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the clearest, most actionable issue in the set; it has strong engagement and a specific failure mode, while most other items are unrelated one-off regressions.", + "best_issue_reason": "issue:43950 has the clearest failure mode and widest potential impact among the listed issues, so it is the best representative issue here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model loading/structure, but one is a non-persistent buffer regression and the other is a CLIP class structure inconsistency; different bugs." + }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "Different problems: gguf/from_pretrained loading breakage vs config.dtype not being updated by from_config." + "reason": "One is gguf/AutoTokenizer loading breakage; the other is stale config dtype in from_config. Different code paths and symptoms." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Both involve Qwen-related behavior, but one is an import failure and the other is a detokenization bug in a different path." + "reason": "Import failure for Qwen2.5-VL class vs incorrect detokenization for DeepSeek Coder; unrelated failures." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Same symptom class, but different model configs and likely separate missing-attribute fixes." + "reason": "Same missing-attribute symptom, but on different configs/models (Qwen3-VL vs Llama4); not the same underlying bug." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are unrelated code paths." + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are different processor bugs." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Both are speech/audio tokenizer issues, but they affect different models and different failure points." + "reason": "Different speech model/tokenizer failures with different APIs and failure modes; not one shared issue." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure and a stale generation warning are not the same bug." + "reason": "Janus image-generation test failure is unrelated to the stale num_return_sequences warning in paged generate()." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent mismatch vs GraniteSpeech CI device override are unrelated." + "reason": "DAC latent/forward mismatch is a model correctness bug; GraniteSpeech device-override CI failure is a test/environment issue." }, { "left": "issue:44479", "right": "issue:46192", "accept": false, - "reason": "Video-input regression in specific Qwen models vs return_tensors being ignored in text_kwargs are different bugs." + "reason": "Video-input regression for Qwen multimodal models vs return_tensors being ignored when text_kwargs is passed; different behaviors." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution failure and RT-DETR memory release are unrelated." + "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they reference different deprecated/changed behaviors and are not the same change." + "reason": "Both are docs-related, but one is about pipeline removals and the other about return_all_scores; different documentation issues." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma multimodal token ids defaulting and Qwen2.5-VL rope indexing are separate model-specific regressions." + "reason": "Gemma 4 text-only mm_token_type_ids defaulting and Qwen2.5-VL rope index scaling are separate multimodal bugs." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Both mention missing import_utils helpers, but they are different helper removals with different breakages." + "reason": "OmDet processor input-size mismatch and LwDetr float16 AMP crash are different model/runtime failures." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Processor output size mismatch and AMP crash in a loss are unrelated." + "reason": "Both mention missing import_utils helpers, but they are different symbols and different breakages." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both concern labels, but one is gather_for_metrics batching and the other is BeitImageProcessorFast label reduction." + "reason": "Different label-processing bugs in different modules (gather_for_metrics vs BeitImageProcessorFast)." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are different code paths." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are unrelated." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent mismatch and qwen3_omni_moe length helper behavior are unrelated." + "reason": "DAC latent mismatch vs qwen3_omni_moe feature-length helper behavior; not the same code path." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Both are GPU inference failures, but on different models, hardware, and likely different root causes." + "reason": "LwDetr AMP crash and D-FINE auxiliary-loss omission are different training bugs." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Loss AMP crash and missing auxiliary losses when denoising is off are separate training issues." + "reason": "Both are GPU/hardware related, but one is auto device mapping cudaErrorAssert and the other is FP8 inference on B200; distinct problems." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported feature-extractor arg and Whisper empty-transcription handling are unrelated." + "reason": "Unsupported center arg in feature extraction vs empty-transcription generation failure after token alignment; different failure modes." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Composite Qwen config unwrapping and CLIP text-model structure inconsistency are distinct model-loading issues." + "reason": "Composite Qwen multimodal config unwrapping and CLIP text-model structure inconsistency are unrelated." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Python 3.13 flash_attn import key error and Windows ROCm torch.distributed dependency failure are unrelated platform issues." + "reason": "Python 3.13 flash_attn import key issue vs Windows/ROCm torch.distributed dependency problem; different environments and causes." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe feature length calculation are not the same bug." + "reason": "CPU offload device mismatch for bark-small and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Zero probabilities in SigLIP2 and RT-DETR memory retention are unrelated." + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory leakage are different model bugs." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Sparse-layer config bug and tokenizer special-token registration bug are different subsystems." + "reason": "SwitchTransformers sparse-layer bug vs BigBirdTokenizer special-token registration; different components and symptoms." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are unrelated." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Flash-attention import error and generic Torch 2.10 incompatibility are related only at a broad dependency level, not the same concrete fix." + "reason": "Torch.compile/SDPA failure in Bamba is not the same as the GraniteSpeech stale device override CI test." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Bamba torch.compile SDPA failure and GraniteSpeech CI stale test are unrelated." + "reason": "Missing _flash_supports_window_size import and general Torch 2.10 incompatibility are related in theme only, not the same concrete bug." } ] }, @@ -8874,11 +8968,12 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ + "issue:28218", "issue:28282", "issue:29127", "issue:32090", @@ -8944,214 +9039,221 @@ "issue:44514|issue:44521", "issue:34689|issue:35141", "issue:45588|issue:45859", - "issue:45127|issue:45245", "issue:45290|issue:46326", "issue:46431|issue:46566", + "issue:45127|issue:45245", "issue:42490|issue:43854", "issue:45200|issue:45588", "issue:45310|issue:45478", - "issue:39692|issue:43526", "issue:44448|issue:44779", "issue:43606|issue:44857", + "issue:43819|issue:44493", "issue:45459|issue:46234", - "issue:43819|issue:44493" + "issue:39692|issue:43526", + "issue:28218|issue:32090" ], - "prepared_review_unit_hash": "bbf8110eabb273742de19bd6d339641a3372f4eb85dfad4a80cd846dece9b1ad", + "prepared_review_unit_hash": "24acea6d3bac27aff0add96bc2a0a4ea4442a4fcc3c864e8d778201e2d8889eb", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35623, - "estimated_input_tokens": 8906, - "estimated_eval_tokens": 18068 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36478, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports with one clear duplicate pair: the Qwen3.5 MoE from_pretrained error. All other soft pairs appear to describe different bugs or regressions, even when they touch nearby code paths.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45310 is the best canonical issue: it is the earlier, more specific report for the Qwen3.5 MoE `from_pretrained` failure and matches 45478 exactly.", + "summary": "The cluster is mostly a set of unrelated issue reports with a few soft-similarity false positives. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained reports; the rest should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the earliest report of the exact same Qwen3.5 MoE from_pretrained failure; issue:45478 is a later duplicate with the same title and underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the strongest representative because it is the exact duplicate target of 45478 and has the clearest, most direct problem statement.", + "best_issue_reason": "issue:45310 is the clearest representative of the only true duplicate pair in this set and is suitable as the canonical issue for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Both are loading/runtime failures, but one is a missing PyTorch import and the other is a MacOS bus error with a CLIP model; different underlying bugs." + "reason": "Different failures: PyTorch import error vs MacOS bus error with a CLIP model." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading regressions, but they involve different failure modes and different affected models (`base_model_prefix` vs Qwen3-VL weight shape mismatch)." + "reason": "Both are loading problems, but one is a base_model_prefix regression and the other is a Qwen3-VL weight-shape mismatch." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "One is an output difference for Pegasus between v4 and v5; the other is recurrent states resetting in modular_qwen3_5 with cache. Not the same bug." + "reason": "Pegasus output change vs Qwen3 recurrent-state reset; different models and code paths." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers config creating sparse layers and BEiT pretrained preset loading are unrelated issues in different model families." + "reason": "Different model/config bugs: sparse-layer creation in SwitchTransformers vs legacy-field loading failure in BEiT." }, { "left": "issue:45759", "right": "issue:46512", "accept": false, - "reason": "Both concern `from_config`, but one is about unwrapping `text_config` in composite multimodal configs while the other is about stale `config.dtype` after dtype-aware initialization." + "reason": "Related to config/dtype handling, but one unwraps text_config for multimodal configs while the other leaves config.dtype stale after from_config(dtype=...)." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import parsing failure in DebertaV2 is unrelated to a helper returning unexpected lengths in qwen3_omni_moe." + "reason": "Python 3.13 TorchScript parsing error vs qwen3_omni helper length behavior; unrelated root causes." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Both mention CI/device issues, but one is packed-weight unpacking during accelerate loading and the other is a stale device override test in GraniteSpeech." + "reason": "BitNet packed-weight loading bug vs GraniteSpeech stale device override test; not the same issue." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to a pipeline error message about translation tasks in v5." + "reason": "Embedding dtype drift during evaluate vs an incorrect pipeline error message about translation support." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 box-validation messaging and Trainer `_gpu_broadcast_one` NoneType handling are distinct error-handling bugs." + "reason": "LayoutLMv3 box-information error message vs Trainer GPU broadcast NoneType crash; different subsystems." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different model components and symptoms: sparse-layer config bug vs feature-extraction length helper behavior." + "reason": "SwitchTransformers sparse-layer config bug and qwen3_omni feature-length helper bug are unrelated." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and GraniteSpeech CI device override are unrelated." + "reason": "Different model families and different failure modes." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers config bug and D-FINE auxiliary-loss behavior are unrelated model-specific issues." + "reason": "Sparse-layer misconfiguration is not the same as missing auxiliary losses in D-FINE." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different breakages (`_flash_supports_window_size` vs `HybridCache`)." + "reason": "Both are import errors, but they involve different missing symbols and different modules." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both are Qwen2.5-VL chat-template issues, but one is a batching crash with `padding=False` while the other is incorrect all-zero assistant masks for multimodal inputs." + "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:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision model loading regression and output embedding reinitialization after resizing are different problems." + "reason": "Llama 3.2 model-loading regression vs embedding reinitialization after resize_token_embeddings; different underlying bugs." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve offload/flash-related behavior, but one is an `s_aux=None` crash in flash attention integration and the other is a CPU-offload incompatibility in rotary embedding forward." - }, - { - "left": "issue:45127", - "right": "issue:45245", - "accept": false, - "reason": "LoRA merge collapse with extended vocab is unrelated to the category-count ceiling error." + "reason": "Flash-attention s_aux=None crash vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both touch chat templating, but one crashes on assistant tool-call messages without content and the other is a `continue_final_message` bug for mistral_common tokenizers." + "reason": "Assistant tool-call no-content crash vs mistral_common continue_final_message behavior; not the same bug." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Missing chat template support in `apply_chat_template` is unrelated to DiffusionGemma weights staying on meta with auto device map." + "reason": "Missing chat template error in a processor vs DiffusionGemma staying on meta with device_map='auto'." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary vs a category-count limit error; unrelated." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "A trailing-slash local-path import warning is not the same as a GLM-4.7-Flash model-loading failure in unit tests." + "reason": "Local-path trailing-slash warning vs GLM-4.7 Flash unit-test loading failure; different issues." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 `mm_token_type_ids` defaulting and flash attention `s_aux=None` are unrelated issues." + "reason": "mm_token_type_ids defaulting issue is unrelated to the flash_attention s_aux=None crash." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact same Qwen3.5 MoE `from_pretrained` error on the same version range; 45478 is a clear duplicate of 45310." - }, - { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "SigLIP2 documentation example errors and BEiT Fast image processor label reduction are different concerns." + "reason": "Exact same title and same Qwen3.5 MoE from_pretrained failure; clearly the same bug reported twice." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output differences and DeepSeek tokenizer regressions are separate model/tokenizer bugs." + "reason": "Pegasus v4/v5 output difference vs Deepseek tokenizer regression; different tokenizer/model problems." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch in Bark-small is unrelated to mixed-precision CUDA crash in LwDetrImageLoss." + "reason": "CPU-offload device mismatch in Bark vs float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents mismatch vs unexpected position-id keys across many models; distinct failures." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking and a missing `is_falcon_mamba_ssm_available` utility function are unrelated." + "reason": "Tokenization error masking when protobuf is absent vs a missing utility availability function." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation example problems vs BEiT fast image processor label reduction bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "DAC `from_latents` mismatch due to missing STE and unexpected position-id keys are different defects." + "reason": "Tokenizer spacing bug vs Trainer NoneType broadcast error; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the soft-edge verdicts are conservative. The only accepted pair, issue:45310 vs issue:45478, is strongly supported by the identical titles and close timing; the remaining pairs are reasonably treated as different bugs or regressions." + "feedback": "The summary stays within the packet: most pairs are conservatively rejected as soft similarities, and the only accepted duplicate pair (issue:45310 / issue:45478) is well supported by identical titles and closely matching bug descriptions. No overstatement is evident, and there are no PR-pair mergeability concerns here." }, "evaluator_used": true, "retried": false, @@ -9167,16 +9269,16 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ "issue:10000", "issue:15354", + "issue:25251", "issue:26413", "issue:27957", - "issue:28218", "issue:29942", "issue:31501", "issue:32090", @@ -9223,7 +9325,6 @@ ], "soft_pairs": [ "issue:26413|issue:31501", - "issue:28218|issue:32090", "issue:39692|issue:44493", "issue:44617|issue:46697", "issue:44206|issue:45823", @@ -9232,233 +9333,222 @@ "issue:44857|issue:45072", "issue:42490|issue:43575", "issue:44360|issue:44561", - "issue:38175|issue:44493", "issue:43550|issue:45083", - "issue:29942|issue:35141", + "issue:38175|issue:44493", "issue:27957|issue:34689", + "issue:29942|issue:35141", "issue:43278|issue:43329", - "issue:45920|issue:46192", "issue:44448|issue:44977", + "issue:45920|issue:46192", "issue:40444|issue:43526", - "issue:45290|issue:45381", "issue:43278|issue:43381", - "issue:44977|issue:45229", + "issue:45290|issue:45381", "issue:10000|issue:15354", + "issue:44977|issue:45229", "issue:44855|issue:46399", - "issue:43927|issue:45698", "issue:44857|issue:45588", + "issue:43927|issue:45698", "issue:45290|issue:46655", "issue:37428|issue:42175", - "issue:32090|issue:33290" + "issue:32090|issue:33290", + "issue:25251|issue:32090" ], - "prepared_review_unit_hash": "57c08377205bdc8484916ba51a2dce8b43645d1c2f4e413ecd4777ce286569b1", + "prepared_review_unit_hash": "cd2b1dcb90b7c466078657bf7705e755682361049b29cd05a57449f1ef1ce38d", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36110, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 + "serialized_chars": 36136, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated across different models, processors, training flows, and regressions. The soft-similarity links are superficial, so none of the candidate pairs should be merged.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue cleanly represents the cluster: it mixes unrelated bugs in training, tokenization, Flash Attention, model loading, serialization, and image/video processors.", + "summary": "The items are mostly unrelated transformer/runtime bugs that only share broad wording like loading, dtype, or flash-attention. I found no convincing duplicate pairs, so I reject all soft edges and treat this as a noisy heterogeneous cluster.", + "confidence": 0.22, + "canonical_issue_reason": "issue:45698 is the strongest anchor in this set: it is open, active, has multiple inbound references, and describes a concrete save/load regression with clear reproduction value.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue among these; the cluster is too heterogeneous to have a meaningful canonical issue.", + "best_issue_reason": "issue:45698 is the best general duplicate target here because it is currently active, well-discussed, and framed as a specific, actionable loading bug rather than a vague symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both are training-start failures, but one is a resume_from_checkpoint epoch-iterator problem and the other is a FineWeb SLM startup issue; different code paths and root causes." - }, - { - "left": "issue:28218", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer spacing after an added token is unrelated to the Trainer _gpu_broadcast_one NoneType error." + "reason": "Both are training-related, but one is a checkpoint-resume failure and the other is a startup/epoch-init failure; different underlying bugs." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "A SigLIP2 docs/example mismatch plus quantization failure is not the same bug as a position-id warning across many models." + "reason": "Different symptoms and code paths: SigLIP2 docs/processor mismatch versus a position-id key regression affecting many models." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "Sam3Video CUDA OOM and Swin2SR over-padding are different models and different failure modes." + "reason": "OOM in Gemma4 multi-GPU inference is unrelated to Swin2SR image processor padding logic." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported center argument in LasrFeatureExtractor is unrelated to Gemma4 device-map forward mismatches." + "reason": "One is a feature extractor argument crash; the other is a device-mapping mismatch during forward passes." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "A checkpoint key mismatch is not the same as unexpected feature-extraction length behavior in qwen3_omni_moe." + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast of NoneType and MacOS bus error in a CLIP model are distinct runtime problems." + "reason": "_gpu_broadcast_one NoneType handling and a MacOS bus error in CLIP are different failures." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "float16 AMP crash in LwDetrImageLoss and dtype mismatches in SwitchTransformers/TimmWrapperModel are separate issues." + "reason": "Both mention mixed precision, but they affect different models and different internal paths; not the same bug." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "A local-path import warning is unrelated to an out-of-memory failure when loading a very large Qwen2 model with tensor parallelism." + "reason": "A path-with-slash import warning is unrelated to a tensor-parallel OOM on a large Qwen model." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "Missing ReLU in the DSA indexer and removal of is_torch_fx_available breaking trust_remote_code models are unrelated changes." - }, - { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "Unexpected zero probabilities in siglip2-base-patch16-224 is not the same as a generic position-id key regression." + "reason": "A missing ReLU in DSA indexer is not the same as removing is_torch_fx_available for trust_remote_code models." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba-9B-v2 torch.compile/SDPA failure and qwen3_omni_moe feature-length behavior involve different subsystems and bugs." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe helper output length behavior." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to output embeddings being reinitialized during post_init after resize_token_embeddings." + "reason": "Unexpected zero probabilities in SigLIP2 is a model-output issue, not the same as unexpected position-id keys." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 90B Vision loading regression are different concrete issues." + "reason": "Both are model-loading issues, but they involve different models and different breakages." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "A BF16-to-FP32 dtype change in evaluation is unrelated to undefined variables in the video branch of multimodal token counting." + "reason": "Failing Flash Attention 2 tests and token-embedding reinitialization are unrelated." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Wrong token IDs across multiple tokenizers is a different tokenizer bug than silently ignoring return_tensors when text_kwargs is passed." + "reason": "BF16/FP32 dtype drift in eval is unrelated to undefined video-token helper variables." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation errors are unrelated model-specific regressions." + "reason": "Pegasus v4/v5 output drift is not the same bug as Qwen3.5 flash-attention generation failure." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "IterableDataset finetuning with multiple images and BeitImageProcessorFast reduce_labels returning one label are distinct bugs." + "reason": "Tokenizer ID regression across models is unrelated to return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Chat-template tool-call crashes and Qwen2.5-VL video vision_position_ids issues are different code paths." + "reason": "Multimodal iterable-dataset finetuning failure and BEiT label reduction are different processor/training bugs." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Both mention eval-mode behavior, but BF16/FP32 drift is not the same as gradient checkpointing being disallowed in eval mode." + "reason": "A dtype mismatch during train/eval is not the same as gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Flash-attention generation failure in Qwen3.5 is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id bug affect different subsystems." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and GeneratorExp/JIT export failure are separate, old, unrelated problems." + "reason": "German DistilBert model error and a torch.jit.script GeneratorExp export issue are unrelated." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Python 3.13 IndentationError/JIT parsing failure is unrelated to apply_rotary_pos_emb registration errors in Qwen3.5." + "reason": "Flash-attention generation failure is unrelated to Gemma4 multi-GPU CUDA OOM." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Losing custom token IDs after save/load and loading the wrong custom module after save_pretrained are both persistence-related, but they are different mechanisms and bugs." + "reason": "Python 3.13 decorator/comment parsing failure is different from a missing decorator registration error." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP crashes in LwDetrImageLoss and flash_attention.py AttributeError on s_aux=None are different failures." + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash_attention integration failing on s_aux=None." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "A missing internal flash-attention import and missing TensorFlow backend in a torch install are unrelated packaging/import issues." + "reason": "Both involve save/load behavior, but one loses custom token IDs in config while the other loads the wrong custom module." }, { - "left": "issue:43329", + "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Undefined helper variables in multimodal token counting are unrelated to incorrect padding calculation in SmolVLM's video processor." + "reason": "Chat template tool-call handling is unrelated to video-processor padding in SmolVLM." }, { - "left": "issue:44493", - "right": "issue:44561", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Unexpected position-id keys and removal of is_torch_fx_available breaking trust_remote_code models are not the same regression." + "reason": "A missing flash-attention helper import is unrelated to TensorFlow not being included in a torch-only install." }, { - "left": "issue:38175", - "right": "issue:46192", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to return_tensors being ignored when text_kwargs is explicitly passed." + "reason": "NoneType broadcast errors and deepspeed Adafactor OOM are different problems." }, { - "left": "issue:43381", - "right": "issue:45823", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Gradient checkpointing in eval mode and Gemma4 PLE device mismatch are different problems." + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer broadcast failures." } ] }, @@ -9477,16 +9567,14 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ - "issue:25251", "issue:29127", "issue:29942", "issue:30064", - "issue:32090", "issue:33357", "issue:34567", "issue:39692", @@ -9519,6 +9607,7 @@ "issue:44977", "issue:45198", "issue:45229", + "issue:45245", "issue:45372", "issue:45406", "issue:45440", @@ -9529,12 +9618,12 @@ "issue:45712", "issue:45803", "issue:45823", - "issue:46121" + "issue:46121", + "issue:46693" ], "soft_pairs": [ - "issue:25251|issue:32090", - "issue:44561|issue:44779", "issue:43873|issue:45229", + "issue:44561|issue:44779", "issue:44448|issue:44466", "issue:42490|issue:43873", "issue:43976|issue:45440", @@ -9550,220 +9639,242 @@ "issue:45198|issue:45803", "issue:45372|issue:45588", "issue:43653|issue:44743", - "issue:44186|issue:45198", "issue:44361|issue:45198", + "issue:44186|issue:45198", "issue:43611|issue:46121", "issue:42915|issue:42994", "issue:43412|issue:45588", "issue:45372|issue:45406", "issue:29942|issue:30064", - "issue:45459|issue:45712", "issue:43653|issue:44442", "issue:43756|issue:45440", - "issue:44206|issue:44479" + "issue:45459|issue:45712", + "issue:44206|issue:44479", + "issue:45491|issue:46693", + "issue:29127|issue:33357", + "issue:45372|issue:45459", + "issue:45245|issue:45563" ], - "prepared_review_unit_hash": "78a8056c17bf7a6b78895f2b31cd141c47b5138a42565e37266b2f72338fa992", + "prepared_review_unit_hash": "609528ef6edf69e8a1af3307867e13d347d30829276c203bb856e46e65a6d313", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36545, - "estimated_input_tokens": 9137, - "estimated_eval_tokens": 18530 + "soft_pair_count": 32, + "serialized_chars": 37388, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set looks like a collection of unrelated Transformers bug reports across tokenization, model loading, training, inference, quantization, and docs. The suggested soft pairs share superficial wording only; none appear to describe the same concrete underlying bug or merge cleanly into one fix.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "No strong duplicate cluster emerges here: the items span many unrelated bugs, and every soft pair looks like a false positive under strict duplicate triage.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43873 is the broadest, most discussion-heavy report in the set and has inbound references, making it the best umbrella candidate among these issues.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43873 is the most central and reusable reference point here because it describes a broad quantization/offloading regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Both mention runtime/output problems, but one is about pipeline top_k changing list nesting and the other is a Trainer NoneType broadcast error. Different code paths and failure modes." + "reason": "Both mention memory/offloading/quantization-adjacent failures, but one is an OOM in Gemma4 multi-GPU inference and the other is a broader offloading-vs-quantization report; not the same bug." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions involving remote or tokenizer-related breakage, but one is about removal of is_torch_fx_available and the other is a DeepSeek tokenizer correctness issue. Not the same bug." - }, - { - "left": "issue:43873", - "right": "issue:45229", - "accept": false, - "reason": "Both involve memory/offloading behavior, but one is offloading with quantization generally and the other is a Gemma4 31B multi-GPU CUDA OOM. Different models and likely different root causes." + "reason": "One is about a removed helper breaking trust_remote_code models; the other is a tokenizer correctness regression in DeepSeek v5. Different code paths and symptoms." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both reference v5 behavior changes, but one is a generation/output difference for pegasus and the other is inconsistent lm_head.weight serialization. Distinct bugs." + "reason": "Both concern version-v4/v5 behavior differences, but one is generation output drift and the other is serialization of lm_head.weight; different underlying issues." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "A local-path import warning is unrelated to quantization/offloading behavior. No shared underlying defect." + "reason": "Local-path import warning with trailing slash is unrelated to quantization/offloading behavior." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "One is a Python version compatibility regression, the other is a DeepseekV3MoE implementation divergence. Different layers of the stack." + "reason": "Python version compatibility failure is unrelated to a model-implementation divergence in DeepSeekV3MoE." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Both concern dtype/OOM-like model loading behavior, but one is an embedding dtype mismatch during eval and the other is tensor-parallel OOM for a specific Qwen2 model. Not the same bug." + "reason": "A dtype change during evaluate and a tensor-parallel OOM are different failures with different fixes." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Both mention Gemma4/processor-related runtime issues, but one is a flash_attention crash on s_aux=None and the other is a PLE device mismatch during forward. Different failure points." + "reason": "One crashes in flash_attention integration on sink-less models; the other is a Gemma4 device-map mismatch. Same area, different concrete bug." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both mention CUDA/device-map failures, but one is a Qwen3 auto device mapping cudaErrorAssert and the other is Gemma4 31B multi-GPU OOM. Different symptoms and likely causes." + "reason": "Both are GPU memory/runtime failures, but one is a cudaErrorAssert with auto device mapping and the other is a multi-GPU OOM; not the same defect." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "One is a MacOS bus error for a community CLIP model; the other is a SigLIP2 docs example with model/processor mismatch and quantization failure. Not the same bug." + "reason": "MacOS bus error on a CLIP model is unrelated to documentation example errors around SigLIP2 model/processor mismatch and quantization." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Both involve checkpoint/resume/state handling, but one is about gradient checkpointing in eval mode and the other is a resume_from_checkpoint key mismatch. Different mechanisms." + "reason": "Eval-mode gradient-checkpointing behavior and resume-from-checkpoint key mismatch are separate training lifecycle bugs." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Both involve tokenizer/model configuration issues, but one is missing BOS/EOS addition and the other is NaN embeddings from sliding-window attention with mixed-length batches. Different code paths." + "reason": "Tokenizer special-token handling is unrelated to Gemma3 NaN embeddings from mixed-length batching and sliding-window attention." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "One is a LayoutLMv3 error-message clarity issue; the other is TrainerState num_input_tokens_seen not updating. No shared bug." + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to a TrainerState counter not updating." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "One is a Qwen3.5 flash-attention generation regression; the other is a stale warning for paged generate num_return_sequences. Different behavior and fix surface." + "reason": "Flash-attention generation failure is not the same as a stale warning about num_return_sequences." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "One is an eos_token_id configuration mismatch in Gemma-3; the other is a Qwen3.5 flash-attention generation issue. Unrelated." + "reason": "Config mismatch for eos_token_id is a different issue from Qwen3.5 flash-attention generation failure." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Both are save/convert-related failures, but one is Wav2Vec2 save_pretrained/tokenization and the other is a bare except in FuyuBatchFeature.convert_to_tensors(). Different components and bug classes." + "reason": "A wav2vec2 save/tokenization failure is unrelated to a bare-except swallowing errors in Fuyu batch conversion." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Both touch Gemma4 processing, but one is an ImportError from mistral_common while loading the processor and the other is a flash_attention AttributeError on s_aux=None. Separate defects." + "reason": "Gemma4 processor loading import failure is distinct from a flash_attention AttributeError on s_aux=None." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Both involve model/tokenizer implementation correctness, but one is BigBirdTokenizer special-token registration and the other is Qwen3.5 recurrent state reset with cache. Different subsystems." + "reason": "BigBirdTokenizer special-token registration is unrelated to recurrent state reset behavior in modular_qwen3_5." }, { - "left": "issue:44186", + "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Both are tokenizer/input handling bugs, but LayoutLMv2 NER padding/truncation crashes are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "MLukeTokenizer AttributeError on tasks and wav2vec2 save/tokenization failure are different tokenizer/model paths." }, { - "left": "issue:44361", + "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks is a tokenizer runtime bug; Wav2Vec2 save_pretrained/tokenization failure is a different model and failure mode." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to wav2vec2 save_pretrained/tokenization failures." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "One is a Transformers 5.0 base_model_prefix loading regression; the other is a rope-validation helper TypeError on JSON-loaded lists. Different code paths." + "reason": "base_model_prefix loading regression and rope-parameter JSON list TypeError are unrelated loader/config bugs." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Both involve quantization, but one is Qwen3Moe with FineGrainedFP8Config and the other is quantized model saving. Not the same underlying issue." + "reason": "FineGrainedFP8Config failure in Qwen3Moe and quantized model saving failure are both quantization-related but not the same concrete code-path." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3n executorch export failures and a flash_attention s_aux=None crash are separate export/runtime problems." + "reason": "Gemma3n Executorch export guard/erfinv support issues are unrelated to flash_attention handling of sink-less models." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both concern Gemma4 processor-related failures, but one is a missing dependency import and the other is a missing _tokenizer attribute in transformers serve. Distinct bugs." + "reason": "Gemma4 processor loading import error and Gemma4Processor missing _tokenizer at serve time are related to the same model family but different failing paths and symptoms." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing in an image processor." - }, - { - "left": "issue:45459", - "right": "issue:45712", - "accept": false, - "reason": "Both involve error-handling or import-related behavior, but one is protobuf decode error handling in tokenizers and the other is dummy PT classes leaking into dir(transformers). Different issues." + "reason": "Flash Attention 2 test failures are unrelated to image processor void segmentation-map handling." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer-loading bugs." + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated tokenizer issues." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE layer-count mismatch and DeepseekV3MoE divergence are model architecture differences, not the same defect." + "reason": "Smollm3 RoPE-layer mismatch is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hidden tokenizer errors when protobuf is missing is unrelated to leftover dummy PT classes leaking into dir(transformers)." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "The LasrFeatureExtractor center-arg regression and the Qwen2_5/Qwen3 video-input regression are different API breakages in different model families." + "reason": "Unsupported center argument in LasrFeatureExtractor is unrelated to a video-input regression across Qwen VL variants." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings from mixed-length batching is a different failure than a performance regression with FA2 long-context generation." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure is unrelated to tokenizer exception masking when protobuf is absent." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit RuntimeError is unrelated to a stale generation warning." } ] }, @@ -9782,8 +9893,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -9791,7 +9902,6 @@ "issue:29127", "issue:29942", "issue:33290", - "issue:33357", "issue:34567", "issue:34689", "issue:35141", @@ -9808,6 +9918,7 @@ "issue:43701", "issue:43761", "issue:43824", + "issue:43873", "issue:43931", "issue:43994", "issue:44186", @@ -9816,17 +9927,17 @@ "issue:44387", "issue:44442", "issue:44462", + "issue:44514", "issue:45072", "issue:45198", - "issue:45245", "issue:45250", - "issue:45372", + "issue:45381", "issue:45412", "issue:45440", - "issue:45459", "issue:45491", - "issue:45563", + "issue:45588", "issue:45593", + "issue:45600", "issue:45834", "issue:45859", "issue:46121", @@ -9836,266 +9947,259 @@ "issue:46693" ], "soft_pairs": [ - "issue:45491|issue:46693", - "issue:29127|issue:33357", - "issue:45372|issue:45459", - "issue:45245|issue:45563", "issue:43065|issue:45412", "issue:43065|issue:43994", "issue:44265|issue:45198", "issue:27957|issue:29942", "issue:43575|issue:43701", - "issue:45440|issue:45593", "issue:29127|issue:35141", + "issue:45440|issue:45593", "issue:42490|issue:43381", "issue:43066|issue:44462", "issue:45412|issue:46369", - "issue:43994|issue:45412", "issue:43575|issue:44387", + "issue:43994|issue:45412", "issue:43421|issue:45491", "issue:44442|issue:45072", "issue:42915|issue:43931", "issue:43526|issue:45834", - "issue:43526|issue:46693", - "issue:43824|issue:44279", "issue:27957|issue:29127", + "issue:43526|issue:46693", "issue:27957|issue:33290", - "issue:46121|issue:46399", + "issue:43824|issue:44279", "issue:43526|issue:44186", + "issue:46121|issue:46399", "issue:43994|issue:46369", "issue:33290|issue:34689", "issue:43334|issue:43531", - "issue:45250|issue:46640", "issue:33290|issue:35141", + "issue:45250|issue:46640", "issue:33290|issue:34567", - "issue:43761|issue:45859" + "issue:45588|issue:45600", + "issue:43761|issue:45859", + "issue:43381|issue:43873", + "issue:44514|issue:45381" ], - "prepared_review_unit_hash": "de274acb319777c6826975ecd961608d3983e437a4c2256907cc5003332784a6", + "prepared_review_unit_hash": "0a2ab7589a1003365a6dd1d8b013f2fd96a1c804392cfd2b313c7649e7edbf6f", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36752, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "soft_pair_count": 32, + "serialized_chars": 36419, + "estimated_input_tokens": 9105, + "estimated_eval_tokens": 18466 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues that only share broad keywords or subsystems. I reject all soft edges because they do not appear to be the same underlying bug or change.", + "summary": "This cluster is a broad title-similarity bucket, not a single duplicate bug family. Most soft pairs connect only at a subsystem level (especially Flash Attention 2 / memory / Qwen), but the concrete failures differ too much to merge.", "confidence": 0.94, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single issue is a safe canonical duplicate target; the items span multiple unrelated bugs (FA2, tokenizer, model loading, memory, and config regressions).", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the clearest standalone report in the set: it is open, recent, and describes a concrete Flash Attention 2 long-context performance regression with discussion and inbound references.", + "best_issue_reason": "Issue 46640 ('Flash Attention 2 issue') is the closest umbrella candidate for the FA2 subset, but it still does not represent the whole cluster well.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45491", - "right": "issue:46693", - "accept": false, - "reason": "Both mention FA2, but one is a Gemma3 NaN embedding bug on mixed-length batches and the other is a long-context performance regression; different symptoms and code paths." - }, - { - "left": "issue:29127", - "right": "issue:33357", - "accept": false, - "reason": "LayoutLMv3 box-validation messaging and a MacOS CLIP bus error are unrelated failures." - }, - { - "left": "issue:45372", - "right": "issue:45459", - "accept": false, - "reason": "One is a mistral_common import error affecting Gemma 4 processor loading; the other hides tokenizer errors when protobuf is missing. Different bugs." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-limit runtime error and a stale paging warning are not the same problem." - }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and RT-DETR memory release behavior are different model issues." + "reason": "Different bugs in different models: Sam3PixelDecoder dummy conv vs RT-DETR memory leak." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing bad outputs." + "reason": "Different model-specific failures: Sam3PixelDecoder dummy conv vs Siglip2 bad outputs." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure via torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "Export failure for torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." }, { "left": "issue:27957", "right": "issue:29942", "accept": false, - "reason": "XLMRoberta FA2 support and failing FA2 tests are not the same concrete bug; one is model support, the other is test/CI failure." + "reason": "Both involve Flash Attention 2, but one is XLMRoberta support and the other is failing FA2 tests; not the same concrete bug." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Qwen2 load OOM under tensor parallelism and a resume_from_checkpoint key mismatch are unrelated." + "reason": "Qwen2 OOM under tensor parallelism is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "DeepseekV3MoE remote divergence and D-FINE auxiliary-loss behavior are different code paths and symptoms." + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to token-embedding reinitialization after resize." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Tokenizer/error-message clarity and embedding reinitialization after resize are unrelated." + "reason": "Different models and code paths: DeepseekV3MoE divergence vs D-FINE auxiliary-loss behavior." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Path-trailing-slash import warning and gradient-checkpointing eval-mode restriction are different issues." + "reason": "Local-path import warning is unrelated to gradient checkpointing being disallowed in eval mode." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are separate tokenizer-loading bugs." + "reason": "Both are tokenizer-related, but one is decoder-type selection and the other is AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both mention memory, but one is an RT-DETR GC leak while the other is a Sam3-LiteText overflow; not the same bug." + "reason": "Both mention memory, but one is RT-DETR leak and the other is Sam3LiteText overflow; different bugs." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "SigLIP2 nonsensical results and RT-DETR memory retention are unrelated." + "reason": "Both cause OOM, but via different mechanisms: tensor-parallel load vs int4 quantization reserved memory regression." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Both are OOM reports, but the model/context and root cause differ (tp load vs int4 quantization reserved memory)." + "reason": "Unrelated issues: Siglip2 inference quality vs RT-DETR memory management." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "TokenizersBackend post-processor updates and Gemma3 NaN embeddings are unrelated." + "reason": "Tokenizer post-processor update bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches are different failures." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different bugs." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are distinct model-loading issues." + "reason": "Different Qwen variants and different failures: FineGrainedFP8Config vs weight-shape mismatch." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and Kosmos2.5 long-ocr index errors are unrelated." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR index error." }, { - "left": "issue:43526", - "right": "issue:46693", - "accept": false, - "reason": "A Beit image-processor label bug is unrelated to a Flash Attention 2 performance regression." - }, - { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "A missing Qwen2_5_VL symbol import and a generic dependency issue are not the same underlying bug." + "reason": "XLMRoberta FA2 support and LayoutLMv3 error messaging are unrelated." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "FA2 support for XLMRoberta and a LayoutLMv3 error-message complaint are unrelated." + "reason": "Image-processor label handling is unrelated to FA2 long-context performance regression." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Flash Attention 2 support and an Adafactor/DeepSpeed OOM are different problems." + "reason": "XLMRoberta FA2 support is unrelated to Adafactor/DeepSpeed OOM." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "RoPE-parameter dict conversion TypeError and a Qwen3.5 kernel-registration error are unrelated." + "reason": "Specific missing import/export for Qwen2.5-VL is not the same as a generic dependency issue." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Beit label reduction and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer/image-processor bugs." + "reason": "Different tokenizer/processor bugs: label reduction vs LayoutLMv2Tokenizer crashes." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-parameter JSON type handling is unrelated to Qwen3.5 kernel registration failure." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 bad outputs and Sam3-LiteText memory overflow are unrelated." + "reason": "Siglip2 nonsensical outputs and Sam3LiteText memory overflow are unrelated." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Adafactor OOM in DeepSpeed and Llama 3.2 Vision loading breakage are different issues." + "reason": "DeepSpeed/Adafactor OOM is unrelated to Llama 3.2 90B Vision loading regression." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window issues share a family name but not the same bug." + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window are different bugs." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in DeepSpeed optimizer usage is unrelated to token-embedding reinitialization in post_init." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "These are both Flash Attention 2 topics, but the evidence is too broad to show the same concrete bug or mergeable change." + "reason": "Both are generic FA2 titles, but there is no evidence they are the same concrete code-path bug." }, { "left": "issue:33290", - "right": "issue:35141", + "right": "issue:34567", "accept": false, - "reason": "DeepSpeed OOM and embedding reinitialization after resize are unrelated." + "reason": "Optimizer OOM is unrelated to TrainerState's num_input_tokens_seen not updating." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:45588", + "right": "issue:45600", "accept": false, - "reason": "OOM under Adafactor/DeepSpeed and num_input_tokens_seen not updating are unrelated training bugs." + "reason": "FA2 sink-less-model crash and auto_mappings Sam3LiteText config cleanup are different code paths and bugs." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different failures." + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5Moe CPU-offload incompatibility." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are different behaviors." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids." } ] }, @@ -10114,17 +10218,18 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ "issue:34689", "issue:42175", "issue:42490", + "issue:43232", "issue:43262", "issue:43316", - "issue:43381", + "issue:43388", "issue:43493", "issue:43525", "issue:43611", @@ -10140,10 +10245,12 @@ "issue:44062", "issue:44077", "issue:44079", + "issue:44188", + "issue:44190", "issue:44206", "issue:44442", "issue:44479", - "issue:44514", + "issue:44496", "issue:44743", "issue:44811", "issue:44855", @@ -10157,11 +10264,8 @@ "issue:45216", "issue:45245", "issue:45325", - "issue:45381", "issue:45440", "issue:45479", - "issue:45588", - "issue:45600", "issue:45759", "issue:45907", "issue:46178", @@ -10169,9 +10273,6 @@ "issue:46697" ], "soft_pairs": [ - "issue:45588|issue:45600", - "issue:43381|issue:43873", - "issue:44514|issue:45381", "issue:43646|issue:44077", "issue:43262|issue:44206", "issue:44977|issue:45245", @@ -10182,12 +10283,12 @@ "issue:45003|issue:45440", "issue:43720|issue:44442", "issue:42175|issue:46234", + "issue:43493|issue:43827", "issue:43316|issue:43525", "issue:43723|issue:45479", - "issue:43493|issue:43827", "issue:44077|issue:44479", - "issue:45325|issue:46697", "issue:44062|issue:45907", + "issue:45325|issue:46697", "issue:43873|issue:44871", "issue:43761|issue:44079", "issue:43749|issue:43931", @@ -10195,198 +10296,201 @@ "issue:43643|issue:44913", "issue:44855|issue:45137", "issue:44987|issue:46178", - "issue:43316|issue:45759" + "issue:43316|issue:45759", + "issue:43761|issue:44188", + "issue:43232|issue:43388", + "issue:44190|issue:44496" ], - "prepared_review_unit_hash": "be0a166c8899925b4101e13a82f941ccf92af3209faf1dbed73fdf900fd48b63", + "prepared_review_unit_hash": "17f5b9e38cd08c5bf6be2aaf19f344571828e2b47114c36538b22451051b7e1e", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36014, - "estimated_input_tokens": 9004, - "estimated_eval_tokens": 18264 + "serialized_chars": 36117, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft links are overwhelmingly false positives: they connect issues from different models, features, and failure modes rather than the same underlying bug or change. I would not merge any of the proposed pairs.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the items span unrelated regressions across loading, processors, configs, quantization, docs, and model-specific behavior, so there isn\u2019t a cohesive duplicate cluster.", + "summary": "The cluster is mostly a set of unrelated Transformers regressions that happen to share broad themes like loading, configs, or processors. I found no pair that is clearly the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s repeated model-loading regression theme, but the set is too heterogeneous for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue; every proposed pair is still about a different concrete code path, so none can serve as a representative duplicate target.", + "best_issue_reason": "Issue 43611 is the best umbrella-style anchor for triage because it describes a generic loading regression, but it should not be treated as merging the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45588", - "right": "issue:45600", - "accept": false, - "reason": "Different bugs: flash-attention runtime crash vs auto-mapping/CI reference cleanup." - }, - { - "left": "issue:43381", - "right": "issue:43873", - "accept": false, - "reason": "Unrelated failures: gradient checkpointing in eval mode vs quantization/offloading behavior." - }, - { - "left": "issue:44514", - "right": "issue:45381", - "accept": false, - "reason": "Same product family but different code paths: batched chat template padding crash vs video position-id computation." - }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Both initialization-related, but one is a broad v5 custom-model init regression and the other is a specific post_init policy issue." + "reason": "Both mention model initialization, but one is a generic v5 custom-init regression and the other is a specific PatchTSMixer `post_init` policy issue." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Different audio preprocessing bugs: default sample rate handling vs unsupported center argument." + "reason": "Both involve audio/processor APIs, but the failures are different methods and different root causes (`apply_chat_template` sampling rate vs `LasrFeatureExtractor` center arg)." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Completely unrelated: flash-attention generation bug vs category-cardinality runtime error." + "reason": "No shared code path; Qwen3.5 flash-attention generation and the categories limit error are unrelated." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Different subsystems and symptoms: recurrent cache state reset vs Whisper batch_decode token handling." + "reason": "Different subsystems and bugs: recurrent state reset in a model file vs Whisper processor decode behavior." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure vs Perceiver image classification/interpolation bug; no shared underlying defect." + "reason": "Tokenizer loading failure and image-classification positional interpolation are unrelated." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are model-loading regressions, but for different versions and different causes; not the same concrete bug." + "reason": "Both are loading regressions, but they affect different versions, different models, and likely different code paths." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning and Qwen recurrent-state reset are unrelated." + "reason": "A path-slash import warning is unrelated to Qwen recurrent-state handling." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "sys.modules access bug vs DeepSeekV3MoE implementation divergence; different code paths." + "reason": "`sys.modules` access and DeepSeekV3MoE behavioral divergence are not the same underlying bug." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading issue is unrelated to FastSpeech2Conformer tokenizer loading." + "reason": "Packed-weight loading in BitNet has no overlap with FastSpeech tokenizer loading." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Package-backend install issue vs missing import_utils symbol; not the same bug." + "reason": "One is a packaging/backend dependency issue; the other is a missing import-utils symbol. Not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "A model implementation discrepancy is unrelated to stale docs referencing removed pipelines." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both config API inconsistencies, but for different models and different missing fields." + "reason": "Both are config API problems, but they affect different model configs and different missing fields." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading regression vs sequence-classification loss bug; unrelated code paths." - }, - { - "left": "issue:43493", - "right": "issue:43827", - "accept": false, - "reason": "SigLIP2 implementation mismatch vs docs still referencing removed pipeline APIs." + "reason": "Tokenizer loading and sequence-classification loss behavior are unrelated." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Specific post_init restriction vs Qwen video-input regression; different features and fixes." + "reason": "PatchTSMixer init policy and Qwen video-input regression are different code paths and symptoms." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Qwen2.5-VL rope/temporal position bug vs Swin2SR over-padding bug." + "reason": "AddedToken constructor misuse and `list_repo_files` revision forwarding are unrelated API bugs." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "AddedToken kwargs collision vs repo listing missing revision forwarding; unrelated." + "reason": "Qwen2.5-VL rope/position-id math and Swin2SR padding behavior are separate vision preprocessing bugs." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading issue vs Gemma eos_token_id config mismatch." + "reason": "Quantization/offloading behavior and Gemma eos token config mismatch are not the same issue." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVision hidden_states not returned vs generic ModelOutput key assignment bug; related area but different defects." + "reason": "A model forward return bug and generic `ModelOutput` key assignment bug are different failures with different fixes." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage vs Qwen3-VL shape-mismatch loading error." + "reason": "FSDP CPU-RAM loading and Qwen3-VL weight-shape mismatch are different loading problems." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Model loading regression vs backend registry error; no shared underlying bug." + "reason": "Load-time weight mismatch and checkpoint save_pretrained regression are related only by model family, not by the same bug." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields with trust_remote_code vs rotary_pct not persisting on reload; different config behaviors." + "reason": "Remote-code config field loss and GPTNeoX rotary_pct reload persistence are distinct config serialization issues." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing/import issue vs DeepSpeed ZeRO3 deque error." + "reason": "Python 3.13 decorator parsing and DeepSpeed ZeRO3 deque underflow are unrelated." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Different failure modes and code paths; one is model loading, the other is backend availability resolution." + "reason": "A model-load regression for one repo is unrelated to the tensorflow_text backend mapping error." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Config API discrepancy for Gemma3TextConfig vs composite Qwen multimodal from_config unwrapping." + "reason": "Both touch config shape, but one is a Gemma config API discrepancy and the other is composite Qwen multimodal `from_config` unwrapping." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states omission and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs synchronization and metric label gathering are different utilities with different bugs." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a script and unrecognized model config loading are unrelated." } ] }, @@ -10405,8 +10509,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -10419,10 +10523,8 @@ "issue:42175", "issue:42617", "issue:42907", - "issue:43232", "issue:43295", "issue:43316", - "issue:43388", "issue:43404", "issue:43441", "issue:43452", @@ -10430,15 +10532,13 @@ "issue:43575", "issue:43606", "issue:43646", + "issue:43650", "issue:43701", "issue:43716", "issue:43742", - "issue:43761", "issue:43825", "issue:44077", "issue:44162", - "issue:44188", - "issue:44190", "issue:44442", "issue:44464", "issue:44496", @@ -10449,20 +10549,20 @@ "issue:44913", "issue:45479", "issue:45584", + "issue:45632", "issue:45698", "issue:45803", "issue:46050", "issue:46170", + "issue:46202", "issue:46234", "issue:46291", "issue:46365", "issue:46421", + "issue:46424", "issue:46506" ], "soft_pairs": [ - "issue:43761|issue:44188", - "issue:44190|issue:44496", - "issue:43232|issue:43388", "issue:44442|issue:45803", "issue:42907|issue:45698", "issue:42617|issue:43575", @@ -10470,9 +10570,9 @@ "issue:43575|issue:43742", "issue:27957|issue:32090", "issue:25251|issue:28282", - "issue:44568|issue:45479", "issue:43550|issue:43701", "issue:46234|issue:46291", + "issue:44568|issue:45479", "issue:43606|issue:43701", "issue:44464|issue:46421", "issue:16998|issue:22355", @@ -10488,210 +10588,206 @@ "issue:45803|issue:46365", "issue:44162|issue:44792", "issue:45803|issue:46170", - "issue:43404|issue:43441" + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:43650|issue:46202" ], - "prepared_review_unit_hash": "30ba16acf0d29ecb2a8c0496f0b2a0ba25374e0047b414fa90aafd56c18f37ac", + "prepared_review_unit_hash": "1aee0033bb700aa4a7f9f3ca1719452cede1872b7388422e24ae6e938121fb72", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36350, - "estimated_input_tokens": 9088, - "estimated_eval_tokens": 18432 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers issues across tokenization, generation, model loading, training, and backend/runtime regressions. None of the soft-edge pairs look like the same underlying bug or change, so all are rejected as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "Different failures: CLIPVisionModel hidden_states regression vs attention-kernel divergence in a separate torch.compile branch." - }, - { - "left": "issue:44190", - "right": "issue:44496", - "accept": false, - "reason": "Local dataset loading in an example script is unrelated to an unrecognized-model/config.json error." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs after sync_gpus and metric gathering in evaluation are different code paths and symptoms." - }, + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35291, + "estimated_input_tokens": 8823, + "estimated_eval_tokens": 17902 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports. The only loose commonality is model save/load or config-regression behavior, but none of the soft pairs look like true duplicates or the same concrete code-path bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45698 is the broadest and most discussion-heavy representative of the small save/load/custom-module theme, and it is the closest thing to a cluster hub here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best single issue to anchor the set because it is open, active, and broad enough to represent the only partial thematic overlap; it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer load failure and a bare-except bug in Fuyu tensor conversion are unrelated issues." + "reason": "Tokenizer loading failure vs bare-except error swallowing in Fuyu tensor conversion; unrelated code paths." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is dequantized model saving and the other is custom module resolution after save_pretrained." + "reason": "Both involve save/load, but one is dequantized model saving and the other is custom-module resolution after save_pretrained; different bugs." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "A 3d_parallel example failure is not the same bug as tensor-parallel OOM loading Qwen2-57B." + "reason": "3D parallel script failure vs tensor-parallel OOM on Qwen; different symptom and cause." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "Checkpoint key mismatch vs CPU/CUDA result divergence; not the same underlying issue." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Tensor-parallel OOM and a key error loading MobileLLM are different loading failures." + "reason": "OOM while loading a large model vs key error on a different model load; unrelated failures." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "FlashAttention support for XLMRoberta is unrelated to a Trainer broadcast NoneType error." + "reason": "Flash Attention compatibility for XLM-Roberta vs Trainer GPU broadcast NoneType error; different subsystems." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output-shape behavior has nothing to do with missing PyTorch at import time." - }, - { - "left": "issue:44568", - "right": "issue:45479", - "accept": false, - "reason": "Tokenizer special-token regression and degenerate sequence-classification loss are separate bugs." + "reason": "top_k output shape regression vs missing PyTorch import; no shared bug." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatches." + "reason": "torch.compile/SDPA model failure vs resume_from_checkpoint key mismatch; unrelated." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "A missing import_utils helper and a kernels dependency/version import error are different availability/import problems." + "reason": "Missing import_utils helper vs kernels import/version requirement; both dependency-related but not the same issue." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token behavior vs sequence-classification loss bug; different layer of the stack." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint resume key handling." + "reason": "CPU offload device mismatch vs checkpoint key mismatch; no overlap in root cause." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Inconsistent generated outputs and spurious recompilation are distinct chunked-generation issues." + "reason": "Compiled forward generation inconsistency vs cache lazy-init recompilation; related area but not the same concrete bug." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length behavior for DeBERTa-V3 is unrelated to the transformers.onnx import error." + "reason": "model_max_length question vs missing transformers.onnx module; unrelated." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom model/processor regression and a pipeline error-message regression are different bugs." + "reason": "Custom model init/processor.tokenizer regression vs incorrect pipeline error message; both v5-related but distinct bugs." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Gemma3 eos_token_id configuration mismatch." + "reason": "Processor/tokenizer regression vs Gemma eos_token_id mismatch; different objects and failure modes." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma3 EOS config inconsistency is unrelated to Whisper empty-transcription generation failure." + "reason": "Gemma eos_token_id config inconsistency vs Whisper empty-transcription failure after token alignment; not the same bug." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch are separate model issues." + "reason": "Gemma3TextConfig API mismatch vs Mistral-3 image preprocessor dtype mismatch; unrelated." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Backend install packaging and Gemma3TextConfig API mismatch are unrelated." + "reason": "Packaging/backend dependency issue vs config API discrepancy; not the same underlying problem." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "patchtsmixer post_init allowance and junk non-persistent buffers are different v5 regressions." + "reason": "post_init allowance for patchtsmixer vs non-persistent buffer junk values; different model behavior." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma3 EOS token config mismatch is unrelated to quantized-model save/load breakage." + "reason": "Gemma eos_token_id mismatch vs quantized model save/load breakage; both serialization-related at most, but different bugs." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage is not the same as GPTNeoXConfig rotary_pct not persisting." + "reason": "Custom model initialization regression vs GPTNeoX config reload dropping rotary_pct; same broad area, different code-paths." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading regression and missing model_type config are different model-loading failures." + "reason": "gguf_file loader breakage vs unknown model_type config error; both loading issues but separate causes." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Fuyu bare-except behavior is unrelated to importing Trainer with datasets installed." + "reason": "Fuyu tensor conversion exception handling vs Trainer import conflict with datasets; unrelated." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and Janus image-generation test failure are unrelated model-specific problems." + "reason": "ESM2 runtime breakage vs janus test failure; no shared bug." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Fuyu exception handling bug is unrelated to a Windows ROCm torch.distributed import issue." + "reason": "Fuyu tensor conversion bug vs Windows ROCm torch.distributed import dependency; unrelated." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral-3 weight tying and Ministral-3 FlashAttention failures affect different code paths and symptoms." + "reason": "Weight tying bug in Mistral3 vs FlashAttention failure in Ministral-3; same family, different concrete problems." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collision vs cache max length behavior; both cache-related but not the same defect." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder/data issue vs Gemma pipeline roundtrip failure; unrelated." } ] }, @@ -10710,8 +10806,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -10727,7 +10823,6 @@ "issue:43531", "issue:43540", "issue:43572", - "issue:43650", "issue:43673", "issue:43688", "issue:43761", @@ -10744,6 +10839,7 @@ "issue:44734", "issue:44743", "issue:44792", + "issue:44855", "issue:44913", "issue:44964", "issue:44977", @@ -10751,22 +10847,20 @@ "issue:45200", "issue:45406", "issue:45542", + "issue:45588", "issue:45600", "issue:45632", "issue:45698", "issue:46082", "issue:46178", - "issue:46202", "issue:46234", "issue:46369", - "issue:46424", + "issue:46421", "issue:46617", "issue:46640", "issue:46697" ], "soft_pairs": [ - "issue:45632|issue:46424", - "issue:43650|issue:46202", "issue:44610|issue:46369", "issue:43761|issue:44479", "issue:43572|issue:46178", @@ -10774,8 +10868,8 @@ "issue:43540|issue:44514", "issue:43504|issue:45698", "issue:43388|issue:43688", - "issue:45127|issue:45200", "issue:43065|issue:44617", + "issue:45127|issue:45200", "issue:43352|issue:46640", "issue:44792|issue:44977", "issue:44792|issue:45600", @@ -10788,193 +10882,198 @@ "issue:44734|issue:45406", "issue:46082|issue:46697", "issue:45632|issue:46617", + "issue:43827|issue:43994", + "issue:44855|issue:45588", "issue:43931|issue:44060", - "issue:43827|issue:43994" + "issue:43673|issue:46421" ], - "prepared_review_unit_hash": "9ff6ecd7fd3ac383d155a2b4cd150d51b52b83b32430ed2f30f7b8ce669e26e8", + "prepared_review_unit_hash": "9134bfd18ffee38e844c1aacd4312a8a670cb9521631e6b93452b965c87f4498", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 35141, - "estimated_input_tokens": 8786, - "estimated_eval_tokens": 17828 + "serialized_chars": 35352, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set does not form one coherent duplicate cluster; the soft pairs are mostly unrelated issues that only share broad subsystem keywords. I rejected all soft edges as distinct bugs/changes.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical duplicate exists across the full set. If a representative issue must be chosen, issue 45698 is the broadest and most active open loading bug in the group.", + "summary": "The cluster is mostly a set of unrelated one-off issues. The chunked-prefill/cache pair (43673, 46421) is only a loose thematic match from titles and should not be treated as a confirmed duplicate on the available evidence.", + "confidence": 0.34, + "canonical_issue_reason": "If a single issue must anchor the cache/chunked-prefill subcluster, issue 46421 is the broader and more generic report, but the evidence is too weak to treat it as a duplicate of 43673.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best overall representative because it is open, broadly phrased, and has the highest discussion/reference activity among the items.", + "best_issue_reason": "Issue 46421 is the best triage anchor for the chunked-prefill/cache theme because it states the problem more generally and has slightly more activity, but it is not a strong duplicate match.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45632", - "right": "issue:46424", - "accept": false, - "reason": "Both involve loading/cache wording, but one is a trust_remote_code cache-path collision and the other is max_cache_length behavior; different bugs." - }, - { - "left": "issue:43650", - "right": "issue:46202", - "accept": false, - "reason": "Unrelated topics: a placeholder issue versus a Gemma pipeline roundtrip/tokenization bug." - }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different models and failure modes: input-size mismatch in OmDet-Turbo versus OOM in sam3-litetext." + "reason": "Different concrete failures: processor output-size mismatch versus memory overflow." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to Qwen video-input regression." + "reason": "Different models and symptoms: CLIP hidden_states regression versus Qwen video-input regression." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLmConfig missing pad_token_idx is unrelated to a tensorflow_text backend mapping error." + "reason": "Unrelated config/backend issues: StableLm pad_token_idx regression versus tensorflow_text backend mapping error." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Tensorboard/TensorFlow backend availability issue is unrelated to a missing import_utils helper." + "reason": "Different subsystems and failures: TensorBoard/TensorFlow backend handling versus a missing import_utils helper." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are video/input processing bugs, but they affect different Qwen processors and different code paths." + "reason": "Both are multimodal, but the bugs are different: Qwen3OmniMoe video processing versus batched chat-template padding." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy preset loading in Beit is a different bug from incorrect custom-module loading after save_pretrained." + "reason": "Different loading bugs: legacy pretrained-field handling versus wrong custom-module resolution after save_pretrained." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Distributed metrics label truncation is unrelated to auxiliary-loss normalization." + "reason": "Different logic bugs: gather_for_metrics truncation versus auxiliary-loss normalization." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "LoRA/extended-vocab collapse with tied embeddings is not the same as missing mm_token_type_ids defaults." + "reason": "Different SAM3 problems: dummy Conv2d in the decoder versus CUDA OOM in video inference." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "A dummy Conv2d implementation issue is not the same as a SAM3 video memory overflow." + "reason": "Distinct issues: LoRA merge collapse with extended vocab versus missing mm_token_type_ids defaults." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention 2, but the specific unsupported-model bug is not clearly the same as the generic issue." + "reason": "Too little concrete overlap: one is a specific model lacking FA2 support, the other is only a generic flash-attention title." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus test failure and Qwen3.5 flash-attention generation bug are different models and symptoms." + "reason": "Different models and failure modes: janus image-generation test failure versus Qwen3.5 flash-attention generation problems." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A failing image-generation test is unrelated to stale auto_mappings references to removed configs." + "reason": "A janus test failure is unrelated to CI breakage from removed Sam3LiteText mappings." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Chunked-prefill cache missing and recurrent states resetting are both cache-related but describe different mechanisms and code paths." + "reason": "Related cache theme, but not the same bug: cache missing in GenerationMixin versus recurrent states resetting in modular_qwen3_5." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor mismatch is unrelated to a missing fpn_position_embeddings attribute in SAM3 video output." + "reason": "Different SAM/video issues: image processor lookup versus missing fpn_position_embeddings attribute." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Unrelated config issues: missing pad_token_id in Llama4Config versus Qwen3-MoE sliding_window behavior." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to loading a multimodal model preset." + "reason": "Different load paths and models: local dataset loading in a training script versus loading Phi-4 multimodal with latest transformers." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization on resize is unrelated to import warnings from a trailing-slash local path." + "reason": "Unrelated: embedding resize reinitialization versus local-path trailing-slash import warning." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization corruption is unrelated to GPTNeoX rotary_pct persistence." + "reason": "Different bugs: non-persistent buffers getting junk values versus rotary_pct not persisting on reload." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation indexing and missing _tokenizer on Gemma4Processor are unrelated serve failures." + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are unrelated." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "LlamaConfig head_dim validation is unrelated to Swin2SR image over-padding." + "reason": "Completely different areas: LlamaConfig head_dim validation versus Swin2SR image padding behavior." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both mention trust_remote_code/cache, but one is a leaf-directory collision and the other is a FileNotFoundError from cache loading; not the same bug." + "reason": "Both involve trust_remote_code/cache, but the concrete failures differ: leaf-directory collision versus FileNotFoundError from cache loading." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still mentioning pipeline() is not the same as a model producing nonsensical outputs with pipeline/AutoModel." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and a flash_attention s_aux=None crash are unrelated." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to an incorrect tied-weights warning in Qwen3-Next." + "reason": "Different model-loading/tied-weights issues with no clear shared code path." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to a SigLIP2 model producing nonsensical outputs." + "reason": "Both mention chunked-prefill/cache, but the described symptoms differ: cache missing in v5.0.0 versus lazy initialization causing spurious recompilation; the titles alone do not justify duplicate status." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is mostly conservative, but the accepted pair issue:43673 \u2194 issue:46421 is overstated. From the packet we only have titles, and they share the chunked-prefill/cache area but describe different symptoms ('cache missing' vs. 'lazy initialization leads to spurious recompilation'). That is not enough to call them a clear duplicate-like match with high confidence. Because the summary says this is the only clear duplicate-like pair, it also overstates the evidence. The rest of the false verdicts look appropriately cautious." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -10987,8 +11086,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -11003,7 +11102,6 @@ "issue:43540", "issue:43550", "issue:43644", - "issue:43673", "issue:43761", "issue:44077", "issue:44112", @@ -11012,6 +11110,7 @@ "issue:44462", "issue:44464", "issue:44479", + "issue:44521", "issue:44610", "issue:44617", "issue:44734", @@ -11031,19 +11130,17 @@ "issue:45542", "issue:45563", "issue:45584", - "issue:45588", "issue:45600", + "issue:45632", "issue:45803", "issue:45907", + "issue:46234", "issue:46369", - "issue:46421", "issue:46489", "issue:46655", "issue:46697" ], "soft_pairs": [ - "issue:44855|issue:45588", - "issue:43673|issue:46421", "issue:43761|issue:44242", "issue:44617|issue:45584", "issue:45563|issue:45584", @@ -11051,16 +11148,16 @@ "issue:25251|issue:27957", "issue:44933|issue:45362", "issue:43335|issue:44855", - "issue:45381|issue:46369", "issue:44077|issue:44877", "issue:44479|issue:44734", + "issue:45381|issue:46369", "issue:43550|issue:44190", "issue:41720|issue:45245", "issue:43335|issue:44190", "issue:44464|issue:45563", "issue:43065|issue:44610", - "issue:45127|issue:45357", "issue:39692|issue:44190", + "issue:45127|issue:45357", "issue:44112|issue:45600", "issue:45381|issue:46655", "issue:43526|issue:46697", @@ -11071,222 +11168,224 @@ "issue:43540|issue:44734", "issue:44938|issue:45542", "issue:45276|issue:45584", - "issue:44462|issue:45907" + "issue:44462|issue:45907", + "issue:44521|issue:45381", + "issue:45632|issue:46234" ], - "prepared_review_unit_hash": "1d1f31db77022d49c8f36c38cab2f7385aac50e6054c80c46e21848f2c5fabcf", + "prepared_review_unit_hash": "3a2212a9c4ad1365821836515b3cbcb8bed183b19a021b442f4dc629c2e7f493", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36660, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a mix of unrelated issues from different models/features. The only strong duplicate-style match is the DeepSeek tokenizer regression pair (44779/46489); the rest look like distinct bugs or follow-up symptoms in different code paths.", - "confidence": 0.71, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a set of unrelated model- and regression-specific issues. The only plausible duplicate/follow-up pair is the DeepSeek tokenizer regression in v5; the rest differ by model, subsystem, or failure mode and should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "issue:44779 is the broadest root report for the DeepSeek tokenizer v5 regression; issue:46489 reads like a narrower follow-up targeting a specific variant and referencing the earlier fix gap.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the best issue anchor because issue:46489 reads like a follow-up to the same DeepSeek tokenizer regression; the rest of the cluster is too heterogeneous to support a single canonical issue.", + "best_issue_reason": "issue:44779 is the best cluster representative because it names the underlying tokenizer regression at the right level of generality and can subsume the narrower DeepSeek-Coder v1 follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Different subsystems and failures: Python 3.13 import/torch.jit parsing vs flash-attention sink handling." - }, - { - "left": "issue:43673", - "right": "issue:46421", - "accept": false, - "reason": "Both mention chunked prefill/cache, but one is a missing cache in v5.0 and the other is lazy-init causing recompilation; too different to treat as the same bug." - }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states regression and MoE load-balancing loss omission are unrelated issues." + "reason": "Different models and different bugs: CLIP hidden-state loss output vs MoE load-balancing loss logic." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is not the same bug as Whisper empty-transcription generation failure." + "reason": "Unrelated failures: Sam3Video OOM vs Whisper empty transcription handling." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning for num_return_sequences is unrelated to Whisper failing on empty transcription." + "reason": "Stale warning for num_return_sequences is unrelated to empty-transcription generation failure." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization junk and GPTNeoXConfig reload behavior are different code paths." + "reason": "Both are config/state issues, but one is buffer initialization and the other is rotary_pct persistence; not the same bug." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support are unrelated." + "reason": "Pipeline top_k shape change and XLM-R with Flash Attention 2 are unrelated." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing image_utils import and Qwen3.5 chat crash are different problems." + "reason": "Nonexistent image_utils import is a separate API break from Qwen3.5 chat crash." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer config creation and Python 3.13 import parsing are unrelated." - }, - { - "left": "issue:45381", - "right": "issue:46369", - "accept": false, - "reason": "Qwen video vision-position-id regression and Sam3-lite memory overflow are different bugs." + "reason": "Sparse-layer config bug and Python 3.13 IndentationError are different code paths." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Strict config loading for granite_speech and optional post_init on patchtsmixer are separate config issues." + "reason": "PatchTSMixer post_init policy and granite_speech strict config loading are not the same issue." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both are generation regressions, but one is video-input position ids and the other is KV-cache continuation tensor indexing." + "reason": "Different regressions: multimodal video input handling vs serve KV-cache indexing." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-LiteText memory overflow are unrelated." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the example script." + "reason": "Bamba torch.compile/SDPA failure is unrelated to the image-classification local dataset loading issue." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Auto device mapping on Qwen3 and category cardinality limits are unrelated." + "reason": "A800 device-mapping assert and 2^24 category limit are different bugs." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Sparse-layer config bug and dataset loading failure are unrelated." + "reason": "Sparse-layer config creation and local dataset loading are unrelated." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency and a stale warning are different issues." + "reason": "Compiled forward chunked generation inconsistency is not the same as a stale warning message." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor resolution mismatch are different bugs." + "reason": "Sam3PixelDecoder dummy conv and OmDet-Turbo processor size mismatch are different model-specific problems." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "LoRA merge with tied embeddings and incorrect visual encoder keys on save_pretrained are not the same problem." + "reason": "SigLIP2 doc example errors and local dataset loading failure are unrelated." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "SigLIP2 documentation errors and local dataset loading are unrelated." + "reason": "LoRA merge with extended vocab and Qwen3.5 visual encoder save_pretrained keys are different serialization/training bugs." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Stale GraniteSpeech CI test and removed Sam3LiteText auto_mappings references are different CI breakages." + "reason": "Both mention CI, but one is a stale test and the other is a removed-config mapping reference." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video/image processor bugs, but the model, symptom, and likely fix differ (vision_position_ids vs padding calculation)." + "reason": "Both are video-related, but they affect different processors and different failure modes." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Beit reduce_labels returning one label and Swin2SR over-padding are different image processor bugs." + "reason": "Label reduction in BEiT fast processor and Swin2SR over-padding are separate image-processing bugs." }, { "left": "issue:44779", "right": "issue:46489", "accept": true, - "reason": "Both describe the same DeepSeek tokenizer regression on v5+, with 46489 explicitly reading like a follow-up gap in the earlier fix." + "reason": "Both report the same DeepSeek tokenizer regression in v5; 46489 is a narrower variant-specific follow-up that points to a gap in the earlier fix." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Sam3Video CUDA OOM and Sam3-lite memory overflow are related by model family only, not the same concrete bug." + "reason": "CUDA OOM in Sam3Video is unrelated to Sam3-LiteText memory overflow." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and resize_token_embeddings not updating Gemma4 embedding fields are different bugs." + "reason": "Processor/tokenizer API regression and gemma4 embedding resize inconsistency are different bugs." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device placement bug and a bare-except in Fuyu tensor conversion are unrelated." + "reason": "XLNet device placement bug and Fuyu's bare-except issue are unrelated." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video input validation and serve KV-cache indexing failure are unrelated." + "reason": "Qwen3OmniMoe video ValueError and serve KV-cache continuation crash are different code paths." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and tensorboard-without-TensorFlow backend error are different problems." + "reason": "Python 3.14 import/load failure and tensorboard-without-TF backend error are unrelated." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize bug and Whisper empty-transcription failure are unrelated." + "reason": "Gemma4 embedding resize bug and Whisper empty transcription bug are unrelated." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files missing revision forwarding are unrelated repository/API bugs." + "reason": "AutoTokenizer repo-file selection and list_repo_files revision forwarding are different Hub API issues." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "assistant_masks being zeroed is a different multimodal template bug than qwen2.5-vl video position IDs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache-path collision and missing falcon_mamba utility export are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, issue:44779 \u2194 issue:46489, is well supported by the titles as the same DeepSeek tokenizer regression with the later issue reading like a follow-up gap. The rest of the pairwise rejections are reasonable given the different models, subsystems, or symptoms described in the issue titles." + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:44779 vs issue:46489, is a plausible same-bug follow-up/variant pair and looks mergeable into one PR. The other verdicts do not overstate duplication." }, "evaluator_used": true, "retried": false, @@ -11302,8 +11401,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -11317,13 +11416,16 @@ "issue:42175", "issue:42796", "issue:43295", + "issue:43381", "issue:43404", "issue:43479", + "issue:43526", "issue:43531", "issue:43643", "issue:43650", "issue:43673", "issue:43854", + "issue:43901", "issue:43976", "issue:44016", "issue:44112", @@ -11339,32 +11441,28 @@ "issue:44964", "issue:44987", "issue:45003", - "issue:45042", + "issue:45083", "issue:45216", "issue:45245", "issue:45335", "issue:45375", - "issue:45381", "issue:45446", "issue:45584", + "issue:45593", "issue:45600", - "issue:45632", "issue:46082", "issue:46121", - "issue:46234", "issue:46424", "issue:46506" ], "soft_pairs": [ - "issue:44521|issue:45381", - "issue:45632|issue:46234", "issue:44246|issue:45003", "issue:43854|issue:44964", "issue:44964|issue:45600", "issue:43643|issue:44496", "issue:44112|issue:44964", - "issue:46082|issue:46121", "issue:27957|issue:35141", + "issue:46082|issue:46121", "issue:42175|issue:44279", "issue:45245|issue:45584", "issue:43404|issue:45216", @@ -11383,204 +11481,213 @@ "issue:43976|issue:44987", "issue:43295|issue:45335", "issue:44683|issue:45446", - "issue:44496|issue:45042" + "issue:43526|issue:43901", + "issue:43381|issue:45593", + "issue:45083|issue:46506", + "issue:43901|issue:44496" ], - "prepared_review_unit_hash": "5e6409a9076183c36c4eb08f35f3f7f4ec5e0be8edbe4df865451768d2b7e1ed", + "prepared_review_unit_hash": "64e7e6c6a94575183855a18f72db0d97939cd9fd0159a61338e996b3d15547a6", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35502, - "estimated_input_tokens": 8876, - "estimated_eval_tokens": 18008 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36371, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft-edge candidates are false positives: the items cover unrelated bugs, regressions, and feature requests across different models, pipelines, and import paths rather than the same underlying change or defect.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue stands out because none of the soft pairs look like true duplicates of the same bug or change.", + "summary": "This cluster is highly heterogeneous: the paired issues mostly share only broad vocabulary (imports, configs, cache, models) but not the same concrete bug or fix. I would not collapse any of the soft edges.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a safe canonical; the cluster spans unrelated regressions and feature bugs across import, config, tokenizer, cache, pipeline, and model-loading code paths.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduplication purposes: the set is heterogeneous, so any single issue would be arbitrary rather than representative of a duplicate cluster.", + "best_issue_reason": "None of the issues is a strong global representative because there is no common underlying defect across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "Both are multimodal/Qwen-related, but one is about assistant masks in apply_chat_template and the other is wrong vision position ids; different bugs." - }, - { - "left": "issue:45632", - "right": "issue:46234", - "accept": false, - "reason": "Both involve imports, but one is a trust_remote_code cache-path collision and the other is a missing utility symbol; not the same failure." - }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import-related symptoms differ: intermittent slow import vs unsafe sys.modules access; no shared code-path bug is evident." + "reason": "Import latency and unsafe sys.modules access are different problems and likely need different fixes." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading failures, but they concern different models and different root causes." + "reason": "Both are model-loading failures, but they affect different models and describe different failure modes." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "One is a model load regression; the other is stale auto_mappings references breaking CI. Different problems." + "reason": "Phi-4 multimodal loading and removed Sam3LiteText auto-mapping references are unrelated." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config/model-loading issues, but one is missing fields under trust_remote_code and the other is an unrecognized model_type error." + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is an unrecognized model/model_type error." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale device override test failure is unrelated to the Phi-4 multimodal model loading issue." + "reason": "CI device-override test failure in GraniteSpeech is unrelated to Phi-4 model loading." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "One is LlamaConfig head_dim validation; the other is rope-validation list conversion. Different validation paths." + "reason": "Flash Attention support for XLM-Roberta is unrelated to embedding reinitialization after resize_token_embeddings." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to token-embedding resize reinitialization." + "reason": "Both touch config validation, but they are different checks in different code paths." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "One is a missing TensorFlow backend in a torch install extra; the other is a general dependency issue without the same root cause." + "reason": "Package-install backend omission and a vague dependency issue are not the same concrete bug." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Runtime category-limit error and Whisper empty-transcription failure are unrelated." + "reason": "Category-count overflow and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different regressions: untied lm_head weights in Mistral3 vs incorrect save_pretrained checkpointing in Qwen3.5." + "reason": "Weight tying in Mistral3 and a Qwen3.5 save_pretrained regression are different model-specific bugs." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they reference different missing symbols and different modules." + "reason": "Missing Qwen2.5 VL import and missing AutoImageProcessor export are separate import failures." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant_mask generation." + "reason": "Tokenizer BPE marker handling and multimodal assistant_mask generation are different issues." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/crash in NER inputs is not the same code-path as serve KV-cache continuation indexing." + "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to serve KV-cache indexing." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "ADD THE DATA is not a substantive bug report and does not match the fbank feature issue." + "reason": "A placeholder issue title and a fbank feature-extraction bug are unrelated." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different import failures: Qwen2.5 VL image processor vs layer_type_validation missing from configuration_utils." + "reason": "Different missing imports in different modules; no shared underlying fix." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "Trainer broadcast TypeError and embedding reinitialization are unrelated." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "One is default vision/audio config initialization from None; the other is a missing deepstack_visual_indexes field dropped by strict parsing." + "reason": "Both are multimodal config issues, but they concern different models and different fields/default behavior." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline using image processors is unrelated to a notebook syntax error." + "reason": "Pipeline processor lookup and a notebook syntax error are unrelated." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto_mappings entries are separate issues." + "reason": "Qwen3-MoE sliding-window behavior and auto_mappings CI breakage are different problems." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Chunked-prefill cache-mixin regression is different from max_cache_length only applying to quantized cache." + "reason": "Chunked-prefill cache missing and max_cache_length being honored only for quantized cache are not the same defect." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Registering position_ids as a buffer causing read errors is unrelated to CPU/CUDA output divergence." + "reason": "position_ids buffer handling and CPU/CUDA output differences are unrelated." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and _torch_extract_fbank_features() bug are unrelated." + "reason": "Notebook syntax error and feature-extraction helper behavior are unrelated." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility problem and a specific model load failure are not the same defect." + "reason": "Python-version compatibility and a specific model-loading regression are different issues." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Regression in processor.tokenizer/image passing is unrelated to t5gemma resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Processor/tokenizer regression and t5gemma embedding resize behavior are unrelated." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and an incorrect version check for AuxRequest import are different code paths." + "reason": "Both mention flex_attention, but one is a torch>=2.9 compilation failure and the other is a version-check/import guard bug; not the same concrete path." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image processor label reduction and docs for return_all_scores are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Feature-length helper behavior in qwen3_omni_moe and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Unrecognized model/model_type and PIL backend requiring torchvision are separate import/load issues." + "reason": "A pipeline docs mismatch and an unrecognized-model config error are unrelated." } ] }, @@ -11599,8 +11706,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -11610,18 +11717,18 @@ "issue:42907", "issue:43295", "issue:43299", - "issue:43381", "issue:43441", - "issue:43526", "issue:43577", "issue:43650", "issue:43673", "issue:43824", + "issue:43854", "issue:43901", "issue:43976", "issue:44016", "issue:44062", "issue:44075", + "issue:44242", "issue:44279", "issue:44336", "issue:44351", @@ -11632,7 +11739,8 @@ "issue:44792", "issue:44933", "issue:45020", - "issue:45083", + "issue:45042", + "issue:45200", "issue:45216", "issue:45278", "issue:45335", @@ -11640,7 +11748,6 @@ "issue:45405", "issue:45584", "issue:45588", - "issue:45593", "issue:45759", "issue:45812", "issue:46082", @@ -11648,17 +11755,13 @@ "issue:46369", "issue:46399", "issue:46424", - "issue:46506", "issue:46512", "issue:46515", "issue:46693" ], "soft_pairs": [ - "issue:43526|issue:43901", - "issue:43381|issue:45593", - "issue:45083|issue:46506", - "issue:43901|issue:44496", "issue:42907|issue:43441", + "issue:44496|issue:45042", "issue:43976|issue:44279", "issue:43673|issue:44336", "issue:43441|issue:45588", @@ -11676,233 +11779,226 @@ "issue:43577|issue:45216", "issue:39692|issue:43901", "issue:43295|issue:44779", - "issue:44075|issue:44368", "issue:43976|issue:45405", + "issue:44075|issue:44368", "issue:46082|issue:46512", "issue:44351|issue:45278", "issue:43299|issue:45357", - "issue:42796|issue:43650", "issue:41950|issue:45020", - "issue:44779|issue:45812" + "issue:42796|issue:43650", + "issue:44779|issue:45812", + "issue:43299|issue:43854", + "issue:44242|issue:45200" ], - "prepared_review_unit_hash": "1795f04033fdc3935b413467df27000dcdc197108fe61a9fa051ebe5f4fda8ef", + "prepared_review_unit_hash": "f8245b8bbd398184c47f97a07bf1a97c34b6fee83ffe673d3bc71daefdf98864", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "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": "Most pairs are clearly different bugs touching different models, APIs, or subsystems. The only plausible duplicate is the import/export regression pair around `HybridCache` and the broader 4.57.0\u21925.5.0 import failures.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 45278 is the broadest representative of the import/export regression cluster, and it plausibly subsumes specific missing-symbol reports like 44351.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the strongest umbrella issue in this set because it describes the wider import breakage rather than a single symbol failure.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43526", - "right": "issue:43901", - "accept": false, - "reason": "Different surfaces: Beit image processor label reduction vs pipeline docs mentioning `return_all_scores`." - }, - { - "left": "issue:43381", - "right": "issue:45593", - "accept": false, - "reason": "Unrelated failures: gradient checkpointing in eval mode vs D-FINE auxiliary-loss behavior." - }, - { - "left": "issue:45083", - "right": "issue:46506", - "accept": false, - "reason": "Different code paths and symptoms: Qwen3 Omni feature-length helper vs CPU/CUDA discrepancy in PPDocLayoutV3." - }, + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35765, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated one-off regressions across models, tokenizers, docs, imports, and cache/attention paths. None of the soft candidate pairs look like the same concrete bug or change, so all soft edges are rejected. The best issue anchor is the multimodal processor/tokenizer regression report, which is the clearest broad, actionable representative of the cluster.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43295 is the clearest broad, versioned regression report in the multimodal processor/tokenizer area; it describes a concrete API break and overlaps the largest subset of nearby issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Most actionable and representative: it has a concrete regression, an explicit version boundary, and a clear reproduction path that fits the recurring processor/tokenizer breakage theme in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Docs/API mismatch in text classification pipeline vs model-loading config error for an OLMo checkpoint." + "reason": "Same model family, but different failures: saving dequantized models vs FlashAttention runtime errors." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Same model family name, but different bugs: dequantized save failure vs FlashAttention crash." + "reason": "An unrecognized-model error and a PIL/torchvision processor dependency regression are different bugs." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "General dependency/version complaint is too broad to equate with a specific Python support regression." + "reason": "One is a Python-version compatibility bug; the other is a vague dependency issue without the same concrete failure." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Completely different areas: generation cache behavior vs ANSI output in loading report." + "reason": "Chunked prefill cache handling and ANSI output formatting are unrelated subsystems and symptoms." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral model-specific failure and the other is an integration crash on `s_aux=None`." + "reason": "Both mention FlashAttention, but one is Ministral-specific and the other is an s_aux=None crash in a different code path." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both are multimodal/model-loading related, but the concrete bugs differ: unrecognized model type vs `text_config` unwrapping in `from_config`." + "reason": "Model loading failure and AutoModel config unwrapping are different root causes." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and tokenizer constructor argument conflict are unrelated." + "reason": "A notebook syntax error and an AddedToken constructor error are unrelated." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache-length configuration handling." + "reason": "A janus model test failure and cache max length semantics are not the same bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different missing symbols/modules and no clear shared code-path." + "reason": "Different missing imports from different modules; no shared concrete code path." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Same Qwen3.5/Qwen3VL family, but one is model loading and the other is `save_pretrained` checkpoint serialization." + "reason": "Qwen multimodal loading breakage and incorrect save_pretrained output are distinct regressions." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch mask generation bug and SAM memory overflow are different failures." + "reason": "Dropped partial batches in mask generation vs memory overflow in sam3-litetext are unrelated." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue is not the same as a specific torch 2.4.1 incompatibility." + "reason": "General transformers dependency issue and torch 2.4.1 incompatibility are not the same underlying bug." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "Assistant-mask generation for multimodal chat templates is unrelated to FA2 long-context performance regression." + "reason": "All-zero assistant masks in chat templating and FA2 long-context performance regression are different failure modes." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Different models and behaviors: T5Gemma embedding resize vs Whisper empty transcription generation." + "reason": "Embedding resize propagation and Whisper empty-transcription generation are separate code paths." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Llama config validation and Qwen3.5 kernel registration crash are different bugs." + "reason": "A LlamaConfig validation edge case and a missing decorator for rotary-pos-emb registration are different defects." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A broad dependency problem is not the same as the specific unreleased PEFT version bump." + "reason": "A dependency issue and an unreleased MIN_PEFT_VERSION bump are not duplicate bug reports." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Dtype handling in Blip2 loading and Qwen3.5 save_pretrained serialization are unrelated." + "reason": "dtype propagation on load and incorrect saved checkpoint contents are distinct issues." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Different documentation problems with different root causes: SigLIP2 example errors vs stale pipeline docs." + "reason": "Both are documentation-related, but they concern different APIs and different errors." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Custom processor/tokenizer API regression and Deepseek tokenizer output regression are different issues." + "reason": "Processor/tokenizer API regression and DeepSeek tokenizer output regression are different concrete bugs." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "SGD optimizer args being ignored is unrelated to a tied-embeddings warning." + "reason": "Python compatibility and PEFT minimum-version mismatch are unrelated." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Python support mismatch is not the same as a PEFT minimum-version packaging issue." + "reason": "SGD optimizer arguments and a tied-word-embeddings warning are not the same issue." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "One is config validation for `head_dim`; the other is stale `model.config.dtype` after `from_config`." + "reason": "Config head_dim validation and stale model.config.dtype after from_config are separate configuration bugs." }, { "left": "issue:44351", "right": "issue:45278", - "accept": true, - "reason": "`HybridCache` import failure looks like a specific instance of the broader 4.57.0\u21925.5.0 import/export breakage described in 45278." + "accept": false, + "reason": "A specific missing HybridCache import and a broad import-error report are too different to treat as the same bug." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3.5, but loading a composite config and saving incorrect visual encoder keys are separate bugs." + "reason": "Both involve Qwen3.5, but one is loading and the other is save_pretrained visual-encoder key serialization." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Tokenizer BPE-marker handling and a placeholder issue titled `ADD THE DATA` are not comparable duplicate candidates." + "reason": "A video-classification processor lookup bug and a broad remote_code regression are not the same code-path problem." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Video-classification processor lookup and remote-code breakage are unrelated." + "reason": "Tokenizer BPE marker handling and an unrelated 'ADD THE DATA' issue share no concrete defect." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Two tokenizer regressions, but for different model families and likely different code paths." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading breakage and a GLM-4.7-Flash unit-test load issue are different model-specific problems." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Mixture-of-experts load-balancing loss and mm_token_type_ids defaults are unrelated training issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 45278 is clearly the broad umbrella import-regression issue, and 44351 is a specific HybridCache import failure that plausibly fits it. The other soft-edge rejections are conservative and tied to distinct titles/symptoms. No overstatement stands out." - }, - "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 }, @@ -11914,8 +12010,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -11923,7 +12019,6 @@ "issue:41950", "issue:42175", "issue:42994", - "issue:43299", "issue:43317", "issue:43441", "issue:43479", @@ -11931,13 +12026,14 @@ "issue:43650", "issue:43653", "issue:43673", + "issue:43723", "issue:43761", - "issue:43854", + "issue:43824", "issue:43901", "issue:43976", "issue:43994", "issue:44016", - "issue:44242", + "issue:44162", "issue:44246", "issue:44261", "issue:44263", @@ -11952,7 +12048,6 @@ "issue:44779", "issue:45081", "issue:45103", - "issue:45200", "issue:45276", "issue:45372", "issue:45397", @@ -11965,15 +12060,15 @@ "issue:45823", "issue:45834", "issue:45907", - "issue:46209" + "issue:46209", + "issue:46291", + "issue:46399" ], "soft_pairs": [ - "issue:43299|issue:43854", - "issue:44242|issue:45200", "issue:43479|issue:43525", "issue:44466|issue:45276", - "issue:41950|issue:45823", "issue:43653|issue:45593", + "issue:41950|issue:45823", "issue:44683|issue:45542", "issue:43650|issue:46209", "issue:44016|issue:44291", @@ -11984,8 +12079,8 @@ "issue:42994|issue:43317", "issue:33290|issue:45656", "issue:45081|issue:45907", - "issue:44261|issue:44263", "issue:45600|issue:45712", + "issue:44261|issue:44263", "issue:44623|issue:44749", "issue:42175|issue:43976", "issue:44671|issue:44779", @@ -11994,198 +12089,207 @@ "issue:43441|issue:44683", "issue:43901|issue:44246", "issue:45542|issue:45800", - "issue:43673|issue:43761" + "issue:43673|issue:43761", + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:43824|issue:43976" ], - "prepared_review_unit_hash": "3068fc3fc8b799cb04769cd0da0a7013dc9c1b0915d8bf0c5cdcd4d3d49a2df4", + "prepared_review_unit_hash": "7a12d238b1f3d493d1e4f8a36ba7bf8ab5f10aba02d0f00f1ff41aa3352d922d", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35201, - "estimated_input_tokens": 8801, - "estimated_eval_tokens": 17858 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36130, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster emerges here: the soft pairs are mostly superficial matches across version regressions, model families, or broad subsystems rather than the same underlying bug/change.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This batch is a heterogeneous grab-bag of unrelated Transformers issues; none of the soft pairs look like true duplicates or mergeable PR-equivalents. The strongest standalone anchor is the Qwen2.5-VL import failure because it is concrete, user-facing, and well-scoped.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43824 is the clearest high-signal report: a specific import failure for a named class, with direct reproduction and multiple inbound references, making it the best anchor among this mixed set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the strongest standalone bug report in the set: it is a concrete regression with a clear v4\u2192v5 behavior change and a specific tokenizer/model impact.", + "best_issue_reason": "issue:43824 is the most suitable global representative: concrete failure mode, explicit target, and broad user impact compared with the more ambiguous or niche reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43299", - "right": "issue:43854", - "accept": false, - "reason": "Different failures: Qwen3VL MoE loading regression vs a GLM-4.7-Flash unit-test/model-load issue; no shared code path is evident." - }, - { - "left": "issue:44242", - "right": "issue:45200", - "accept": false, - "reason": "One is missing load-balancing loss when router logits are off; the other is Gemma 4 text-only fine-tuning needing default mm_token_type_ids. Different mechanisms." - }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Both are config-related, but one is bad default vision/audio config initialization and the other is missing pad_token_id on Llama4Config. Not the same bug." + "reason": "Different bugs in different config classes: one is default multimodal config initialization, the other is missing pad_token_id on Llama4Config." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied lm_head weights vs resize_token_embeddings not updating Gemma4 embeddings/output layers. Different operations and symptoms." + "reason": "Unrelated model-save serialization issue versus Gemma4 token embedding resize behavior; same broad area but not the same defect." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Video-classification pipeline processor lookup and Gemma4 PLE device mismatch are unrelated issues." + "reason": "Tokenizer special-token registration bug versus D-FINE auxiliary-loss logic; clearly different code paths." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer special-token registration/empty decode is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Pipeline processor selection bug versus Gemma4 device-mapping forward mismatch; unrelated failures." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 vs tensorboard-only backend import issue; no common code path." + "reason": "Torch flex_attention regression versus missing TensorFlow backend dependency handling; different subsystems and failure modes." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "A vague data request is unrelated to FP8 inference failing on B200." + "reason": "Placeholder data request is unrelated to FP8 inference failure on B200." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error is unrelated to init_empty_weights passing unexpected _is_hf_initialized." + "reason": "Notebook syntax error is not the same as init_empty_weights argument mismatch." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are both tokenizer-related but distinct bugs in different paths." + "reason": "AutoTokenizer ignoring tokenizer.json is distinct from the Mistral regex patch crashing during tokenizer loading." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR long-input index error are different model-specific problems." + "reason": "FlashAttention failure for Ministral-3 and OCR index error in Kosmos2.5 are unrelated model-specific bugs." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to D-FINE auxiliary-loss behavior." + "reason": "MLukeTokenizer AttributeError is unrelated to D-FINE auxiliary-loss handling." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation handling and a mistral_common import error affect different subsystems." + "reason": "Auto-docstring annotation handling bug versus mistral_common import failure in Gemma 4 processor loading." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized-model saving failure and dequantized offload loading failure are both quantization-adjacent but not the same concrete bug." + "reason": "Quantized model saving failure and dequantized model loading with offload are adjacent but distinct lifecycle bugs." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "AdaFactor OOM with DeepSpeed and optimizer.step being called twice with DeepSpeed are different optimizer/engine issues." + "reason": "OOM with Adafactor under DeepSpeed is not the same as optimizer.step being called twice under DeepSpeed." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash and list_repo_files not forwarding revision are unrelated." + "reason": "Tokenizer regex patch crash is unrelated to list_repo_files not forwarding revision." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "MLA q_a_layernorm config precision issue and GlmMoeDsaIndexer torch.split return values are different model internals." + "reason": "Broken auto_mappings reference to removed configs is unrelated to leftover dummy class cleanup." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "auto_mappings cleanup/CI breakage and leftover dummy_pt_objects classes are separate maintenance issues." + "reason": "LayerNorm epsilon/config precision issue is unrelated to torch.split return values in a MoE indexer." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files and a Chinese performance regression report do not describe the same bug." + "reason": "Missing processor save files and slowdown after upgrade are not the same underlying bug." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Missing TensorFlow in the torch extra and Python version support problems are unrelated packaging/environment issues." + "reason": "TensorFlow backend packaging omission is unrelated to a Python version compatibility regression." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but CamemBERT masked-LM output issues and Deepseek tokenizer correctness are different code paths and models." + "reason": "Both are v5 regressions, but they affect different models/tokenizers and different failure mechanisms." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs drift around return_all_scores is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "Documentation mismatch for return_all_scores is unrelated to SigLIP2 producing nonsensical outputs." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained missing files and Gemma-4 zero3 from_pretrained are different behaviors." + "reason": "Processor save_pretrained file omission is unrelated to gemma-4 zero3 from_pretrained behavior." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both mention attention, but Ministral FlashAttention failure and compiled flex_attention failure on torch>=2.9 are distinct problems." + "reason": "FlashAttention regression for a specific model and compiled flex_attention torch incompatibility are different problems." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch and slow import behavior are unrelated." + "reason": "Pipeline docs behavior mismatch is unrelated to import-time performance variability." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Tensorboard/TensorFlow backend mis-installation is unrelated to torch 2.4.1 vs transformers 5.8.0 incompatibility." + "reason": "TensorFlow backend error and torch/transformers incompatibility are separate dependency issues." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Cache-missing during chunked_prefill and CLIPVision hidden_states=None are different regression reports." + "reason": "Generation cache missing during chunked_prefill and CLIPVision hidden_states regression are different model-path bugs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading regression is unrelated to ESM2 model breakage." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "kernels version/revision import failure is distinct from the Qwen3.5 registration decorator crash." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import failure is unrelated to Python 3.9/3.10 support mismatch." } ] }, @@ -12204,14 +12308,16 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ + "issue:36246", "issue:41628", "issue:41950", "issue:42491", + "issue:42757", "issue:42886", "issue:43299", "issue:43525", @@ -12219,13 +12325,10 @@ "issue:43531", "issue:43550", "issue:43643", - "issue:43723", "issue:43784", - "issue:43824", "issue:43881", "issue:43976", "issue:44016", - "issue:44162", "issue:44188", "issue:44220", "issue:44242", @@ -12233,13 +12336,16 @@ "issue:44295", "issue:44297", "issue:44336", + "issue:44351", "issue:44373", "issue:44485", "issue:44496", "issue:44589", + "issue:44779", "issue:44871", "issue:45003", "issue:45103", + "issue:45292", "issue:45362", "issue:45397", "issue:45542", @@ -12248,7 +12354,6 @@ "issue:45593", "issue:45823", "issue:46132", - "issue:46291", "issue:46399", "issue:46424", "issue:46506", @@ -12258,19 +12363,16 @@ "issue:46726" ], "soft_pairs": [ - "issue:43723|issue:44162", - "issue:46291|issue:46399", - "issue:43824|issue:43976", "issue:43525|issue:43881", "issue:44016|issue:45823", "issue:43525|issue:43643", - "issue:44589|issue:45362", "issue:44188|issue:44336", + "issue:44589|issue:45362", "issue:44336|issue:44373", "issue:46655|issue:46726", "issue:41628|issue:43976", - "issue:43784|issue:45542", "issue:44246|issue:44496", + "issue:43784|issue:45542", "issue:44297|issue:45397", "issue:45561|issue:45563", "issue:46614|issue:46665", @@ -12285,204 +12387,207 @@ "issue:44336|issue:46424", "issue:42886|issue:46132", "issue:43550|issue:46506", - "issue:41950|issue:44220" + "issue:41950|issue:44220", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351" ], - "prepared_review_unit_hash": "6052b48cf71ae98994277d8f4c4e10836ee45e6fa0388e8e02671e9555d010f0", + "prepared_review_unit_hash": "b222a4d467326486563e1b90a21cf6b75a4c5a425ff6e0c7a92b4c95acc36dcd", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35355, - "estimated_input_tokens": 8839, - "estimated_eval_tokens": 17934 + "serialized_chars": 35968, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely unrelated Transformers bugs across different models, tokenizers, processors, and runtime paths. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.83, - "canonical_issue_reason": "41628 is the cleanest, most concrete regression report in this set: a straightforward top-level import failure with a clear user-facing symptom. It\u2019s a good anchor for the processor/import-related subset, even though the cluster is not truly duplicate-heavy.", + "summary": "These issues are mostly unrelated Transformer/HF bugs that only share broad import/loading/model-language similarity. None of the soft pairs look like the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43643 is the cleanest, most general framework regression in the set: it has a specific repro around `AutoConfig.from_pretrained` and `trust_remote_code=True`, making it a better representative than the many model-specific or tangential reports.", "canonical_pr_reason": null, - "best_issue_reason": "41628 is the best single issue candidate because it is specific, actionable, and easy to triage; the failure mode is crisp and well-scoped.", + "best_issue_reason": "issue:43643 is the strongest standalone issue for triage: it is concrete, reproducible, and centered on core config-loading behavior rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43723", - "right": "issue:44162", - "accept": false, - "reason": "Tokenizer loading regression vs a broad ESM2 workflow breakage; different model/path and no shared concrete bug." - }, - { - "left": "issue:46291", - "right": "issue:46399", - "accept": false, - "reason": "Both mention kernels, but one is a pipelines import/version constraint and the other is a Qwen3.5 registration crash; different code paths." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Specific missing model export vs a Python-version compatibility problem; not the same bug." - }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4Config missing field vs glm-4v loading failure; different models and failure mechanisms." + "reason": "Both are loading failures, but one is a missing `pad_token_id` on Llama4Config and the other is a GLM-4V-9B load failure; different models and failure mechanisms." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error vs Gemma4 device-mapping runtime mismatch; unrelated." + "reason": "A notebook syntax error and a Gemma4 device-mapping runtime mismatch are unrelated defects." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing pad_token_id on a specific config vs missing fields from trust_remote_code AutoConfig; related in theme only, not the same defect." + "reason": "One is a missing config attribute for a model class; the other is `trust_remote_code` returning incomplete config fields. Similar area, different bug." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Storage class import/serialization issue vs Qwen3.5 chat crash; different bug surfaces." + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to ANSI escape codes in loading_report." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "torch.compile attention-kernel divergence vs terminal ANSI output in loading_report; unrelated." + "reason": "A Float8 storage lookup error and a Qwen3.5 chat crash are different code paths and symptoms." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI escape generation bug vs a wrong docstring; not the same code issue." + "reason": "Terminal ANSI output and a wrong docstring for `position_ids` are not the same bug." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "SmolVLM video padding calculation bug vs AutoProcessor backend-missing import/reporting issue; different processor failures." + "reason": "Both involve vision processors, but one is incorrect video padding in SmolVLM and the other is an AutoProcessor backend-availability error." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Top-level import failure for AutoImageProcessor vs Python version support issue; unrelated." + "reason": "An `AutoImageProcessor` import error is not the same as a Python-version compatibility issue in Transformers 5.1.0." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Missing nn import in sentence-transformers integration vs undefined tf backend from tensorboard-only install; different packages and causes." + "reason": "Import slowness and an unrecognized model/config error are unrelated." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Import slow-path performance issue vs unrecognized model/config loading failure; not the same bug." + "reason": "A missing `nn` symbol on import and an undefined tf backend when only tensorboard is installed are distinct import-time problems." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "tokenizer.save_pretrained metadata mismatch vs Gemma-4 zero3 from_pretrained failure; different behaviors." + "reason": "A tokenizer save/config metadata mismatch is unrelated to a Gemma4 ZeRO3 `from_pretrained` failure." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist race condition vs stale generate() warning; unrelated test/runtime issues." + "reason": "A pytest-xdist file race and a stale `num_return_sequences` warning in paged generate() are different issues." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend state vs inconsistent from_pretrained behavior inside Python classes; too different to be duplicates." + "reason": "Stale phonemizer language state and inconsistent `from_pretrained` behavior inside Python classes are not the same defect." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring crash under future annotations vs kernels registration error in Qwen3.5; unrelated." + "reason": "An auto-docstring crash under future annotations is unrelated to a Qwen3.5 kernel-registration error." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access; different modules and symptoms." + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to unsafe `sys.modules` access in modeling_utils." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "MoE load-balancing loss not added vs D-FINE auxiliary losses disabled; both are loss-related but on different models/code paths." + "reason": "Missing load-balancing loss with router logits off and D-FINE auxiliary loss behavior are model-specific training issues, not the same bug." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen MoE loading regressions, but they involve different model families/version contexts and not clearly the same concrete bug." + "reason": "Both mention Qwen3 MoE, but one is a LoRA/version-compatibility problem and the other is a Qwen3VL MoE loading regression." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs Qwen3.5 chat crash; not the same failure mode." + "reason": "A sliding-window handling issue in Qwen3-MoE is not the same as a Qwen3.5 chat crash." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import performance issue vs Gemma-3 eos_token_id inconsistency; unrelated." + "reason": "Import performance and Gemma-3 EOS token configuration inconsistency are unrelated." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output bug vs GLM-5 RoPE implementation discussion; different areas." + "reason": "ANSI-code emission in a utility and GLM-5 RoPE implementation discussion do not describe the same bug." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer read error vs Gemma-4 zero3 loading problem; not the same defect." + "reason": "A `position_ids` buffer access error is not the same as a Gemma4 ZeRO3 loading issue." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "ANSI codes in loading_report vs cache max_cache_length behavior; unrelated." + "reason": "Loading-report ANSI codes and cache-length handling are different subsystems and defects." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading failure vs AttentionInterface.register behavior change; different mechanisms." + "reason": "Offline tokenizer cache loading and `AttentionInterface.register` behavior changes are unrelated." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba vs CPU/CUDA result mismatch in PPDocLayoutV3; different models and bugs." + "reason": "A `torch.compile` SDPA failure in Bamba and CPU/CUDA output divergence in PPDocLayoutV3 are different model/runtime bugs." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor lookup bug vs _torch_extract_fbank_features issue; different pipelines and code paths." + "reason": "A video-classification pipeline using image processors and a `_torch_extract_fbank_features()` issue are different preprocessing paths." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and `resize_token_embeddings` not updating output embeddings are unrelated model API bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but one is a missing model processor export and the other is a missing Hugging Face Hub utility; different packages and causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing `Qwen2_5_VLImageProcessor` and missing `HybridCache` are separate export/import issues with different symbols and contexts." } ] }, @@ -12501,13 +12606,12 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ "issue:36246", - "issue:42757", "issue:43257", "issue:43262", "issue:43295", @@ -12518,11 +12622,12 @@ "issue:43673", "issue:43901", "issue:44038", + "issue:44060", + "issue:44077", "issue:44162", "issue:44242", "issue:44246", "issue:44295", - "issue:44351", "issue:44466", "issue:44479", "issue:44496", @@ -12530,7 +12635,6 @@ "issue:44623", "issue:44734", "issue:44749", - "issue:44779", "issue:44857", "issue:44877", "issue:44987", @@ -12556,9 +12660,6 @@ "issue:46726" ], "soft_pairs": [ - "issue:44779|issue:45292", - "issue:36246|issue:42757", - "issue:36246|issue:44351", "issue:43901|issue:45003", "issue:43257|issue:45137", "issue:45003|issue:45561", @@ -12570,13 +12671,13 @@ "issue:44162|issue:45200", "issue:44479|issue:46655", "issue:43262|issue:44246", - "issue:45375|issue:45759", "issue:43475|issue:46369", + "issue:45375|issue:45759", "issue:44242|issue:44857", "issue:44295|issue:44749", "issue:45137|issue:45600", - "issue:44877|issue:45375", "issue:36246|issue:43596", + "issue:44877|issue:45375", "issue:45292|issue:45584", "issue:43295|issue:45292", "issue:44561|issue:46399", @@ -12585,216 +12686,205 @@ "issue:44987|issue:45459", "issue:44038|issue:46506", "issue:44479|issue:46170", - "issue:43352|issue:45250" + "issue:43352|issue:45250", + "issue:44060|issue:44077" ], - "prepared_review_unit_hash": "28aed8c2dcde9c5b715a50887977c35d92a2418aed66cbbb9fa2b176ce54160a", + "prepared_review_unit_hash": "15c9d27bb9f229706478ecb17b83e85bba64a0034677a4c4b23ed676833cc5fd", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36758, - "estimated_input_tokens": 9190, - "estimated_eval_tokens": 18636 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35656, + "estimated_input_tokens": 8914, + "estimated_eval_tokens": 18084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly heterogeneous and do not form a strong duplicate cluster. The soft matches are mostly superficial topical overlap (imports, cache, Qwen, DeepSpeed, video, embeddings) rather than the same concrete bug.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 36246 is the most concrete, self-contained bug report in the set: a specific missing export/import path with a clear failure mode and likely fix surface. The rest of the issues are broader or on different code paths.", + "summary": "The set is mostly a grab bag of unrelated bugs. None of the soft pairs look like the same concrete underlying issue/change, so no pair should be merged. The strongest single issue is the broad Qwen video regression report, but it is still distinct from the other video/cache/config reports.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44479 is the most representative high-signal bug report here: it is a concrete regression, names the affected model families, and spans the same multimodal/video area that several other issues touch without being the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36246 is the best representative issue because it is narrowly scoped, reproducible, and actionable compared with the more ambiguous or broad reports in the set.", + "best_issue_reason": "issue:44479 is the best overall issue candidate because it is broad, reproducible, and version-specific, with clear affected surfaces and likely highest maintainer value.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "Both mention transformer behavior regressions, but one is a DeepSeek tokenizer correctness issue and the other is resize_token_embeddings propagation; different code paths and failures." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but for unrelated symbols and dependencies: a missing transformers vision processor export vs huggingface_hub.is_offline_mode." - }, - { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Both are missing-name import errors, but they concern different exported objects and likely different fixes." - }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "Docs mismatch for TextClassificationPipeline and unsafe sys.modules access are unrelated problems." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque/indexing failure; not the same bug." + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque/indexing failure in BertModel; different code paths." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and pytest-xdist file races are distinct issues in different subsystems." + "reason": "sys.modules access safety and pytest-xdist file races are unrelated." }, { "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "Both mention KV/cache behavior, but one is a serve continuation indexing crash and the other is cache length config handling; different concrete failures." + "reason": "Both mention cache behavior, but one is KV-cache continuation tensor indexing in serve and the other is a cache-length config limitation." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading and unsafe sys.modules access are unrelated." + "reason": "Unrecognized model/config loading and unsafe sys.modules access are different loader issues." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both are video-processing bugs, but they affect different models and different failure points." + "reason": "Both are video-processing bugs, but they affect different models and different failure modes." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both are Qwen3.5-related, but one is CPU offload incompatibility and the other is a registration/decorator crash with use_kernels=True." + "reason": "CPU offload incompatibility in rotary embedding forward and a missing decorator for kernel registration are not the same bug." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "GenerationMixin chunked_prefill cache missing and removal of is_torch_fx_available are unrelated regressions." + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available are unrelated regressions." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are unrelated model-specific bugs." + "reason": "ESM2 breakage and Gemma 4 token-type defaulting are unrelated model-specific bugs." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-input regressions, but they target different models and likely different preprocessing code paths." + "reason": "Both are video-input regressions, but the affected models and concrete defects differ." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat template sample-rate defaulting and import performance have no substantive overlap." + "reason": "Audio template sample-rate handling and slow import time are unrelated." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Both concern Qwen multimodal config handling, but one is a missing config field and the other is failure to unwrap text_config; different root causes." + "reason": "SAM3 video attribute error and SAM3 LiteText memory overflow are different SAM3 failures." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "SAM 3 Video output attribute loss and SAM3 LiteText memory overflow are different model bugs." + "reason": "Both are Qwen multimodal config issues, but one is a missing config field and the other is incorrect text_config unwrapping." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss logic and an AMP/CUDA crash in LwDetrImageLoss are unrelated." + "reason": "Missing MoE load-balancing loss and an AMP CUDA crash in LwDetrImageLoss are unrelated." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "A position_ids buffer access error and a Chinese performance regression are not the same bug." + "reason": "Buffer/position_ids error and a performance regression report are not the same issue." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 deque underflow and broken auto_mappings references are unrelated." + "reason": "DeepSpeed deque failure and auto_mappings CI breakage are unrelated." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Strict config loading for granite_speech and missing Qwen visual indexes are different config-validation issues." + "reason": "Qwen2.5-VL import error and a ZeRO3/BertModel index error are unrelated." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Importing a missing processor class and a DeepSpeed zero3/BertModel index error are unrelated." + "reason": "Both involve config loading, but they concern different model families and different strictness problems." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings propagation and Whisper empty-transcription handling are different model behaviors." + "reason": "Token embedding resize behavior and Whisper empty-transcription generation are unrelated." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "A regression in processor.tokenizer/image passing is unrelated to token embedding resizing behavior." + "reason": "Processor/tokenizer regression and output embedding resize behavior are different bugs." }, { "left": "issue:44561", "right": "issue:46399", "accept": false, - "reason": "Removal of an FX helper breaking trust_remote_code models is unrelated to Qwen3.5 rotary embedding registration." + "reason": "Trust-remote-code breakage from API removal and Qwen3.5 kernel registration failure are unrelated." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve embeddings/weights, but one is lm_head serialization and the other is decoder.embed_tokens not updating after resize." + "reason": "Both relate to tied/embedding weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "processor.save_pretrained file omissions and AutoProcessor failing without a vision backend are different processor-loading/saving issues." + "reason": "Missing files on save_pretrained and unrecognized image processor due to missing backend are different processor issues." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "A model-loading failure for physical-intelligence/fast and tokenizer error masking when protobuf is missing are unrelated." + "reason": "Model loading failure and tokenizer-error masking from protobuf handling are unrelated." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe loading bug and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." + "reason": "Qwen3-VL-Moe version bug and CPU/CUDA divergence in PPDocLayoutV3 are unrelated." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression in Qwen/VL models and Windows ROCm torch.distributed import issues are unrelated." + "reason": "Video regression and Windows ROCm import/dependency failure are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A model-specific Flash Attention 2.0 unsupported error is not the same as a generic Flash Attention 2.0 issue title." + "reason": "A model-specific Flash Attention 2 support issue is not the same as a generic Flash Attention 2 topic." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and patchtsmixer post_init allowance are different model/config concerns." } ] }, @@ -12813,17 +12903,20 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ "issue:42886", + "issue:42994", "issue:43065", "issue:43232", "issue:43408", "issue:43475", + "issue:43482", "issue:43540", + "issue:43643", "issue:43646", "issue:43653", "issue:43673", @@ -12832,8 +12925,6 @@ "issue:43906", "issue:43931", "issue:43994", - "issue:44060", - "issue:44077", "issue:44162", "issue:44188", "issue:44297", @@ -12867,7 +12958,6 @@ "issue:46726" ], "soft_pairs": [ - "issue:44060|issue:44077", "issue:45412|issue:46123", "issue:43653|issue:44162", "issue:44368|issue:44977", @@ -12876,12 +12966,12 @@ "issue:43475|issue:43540", "issue:42886|issue:45229", "issue:44368|issue:45563", - "issue:43931|issue:44368", - "issue:43065|issue:43408", "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43931|issue:44368", "issue:44995|issue:45588", - "issue:45987|issue:46082", "issue:43723|issue:46710", + "issue:45987|issue:46082", "issue:44188|issue:46202", "issue:43906|issue:46202", "issue:44483|issue:46202", @@ -12895,217 +12985,232 @@ "issue:43646|issue:44162", "issue:44749|issue:45656", "issue:44871|issue:46132", + "issue:43701|issue:44749", "issue:43232|issue:43673", - "issue:43701|issue:44749" + "issue:42994|issue:43482", + "issue:44623|issue:45656", + "issue:43475|issue:43643" ], - "prepared_review_unit_hash": "ad5ee9157271483980af2ee70f48fff82238388b826dfd5d20d956caf81bcef3", + "prepared_review_unit_hash": "cf16ae4b22977dfe855f0b937a62449add543a56e59e82c183da08e52f0731bb", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36117, - "estimated_input_tokens": 9030, - "estimated_eval_tokens": 18316 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37217, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: tokenizer/serialization, generation/cache, model-loading, vision, and deepspeed issues are all mixed together. None of the soft pairs look like the same underlying bug or change, so they should not be merged.", - "confidence": 0.82, - "canonical_issue_reason": "issue:44297 is the most concrete, self-contained serialization bug in the set, and it is the closest to another save_pretrained-style report.", + "summary": "These items are mostly unrelated transformer bugs and regressions with only superficial similarity in a few same-model-family cases. None of the soft edges look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.81, + "canonical_issue_reason": "There is no clear canonical duplicate cluster here; the issues span distinct bugs. If one issue must be used as the anchor, issue 45229 is the most active high-impact open report, but it does not subsume the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44297 has the clearest failure mode and the most focused code path, making it the best representative issue here.", + "best_issue_reason": "Issue 45229 is the strongest single anchor by discussion/activity and impact, but the batch is heterogeneous enough that it should not be treated as a duplicate umbrella for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44060", - "right": "issue:44077", - "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated subsystems and failure modes." - }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory retention and MaskGenerationPipeline partial-batch dropping are different runtime behaviors." + "reason": "Different bugs: RT-DETR memory cleanup vs MaskGenerationPipeline final-batch handling." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated tokenizer/model bugs." + "reason": "Different failure modes and models: BigBirdTokenizer special-token registration vs ESM2 breakage." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tie_word_embeddings warning for Qwen3.5 is not the same bug as flash-attention generation failure." + "reason": "Same family name, but not the same bug: warning about tie_word_embeddings vs flash-attention generation failure." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech and Windows ROCm import errors have no shared code path." + "reason": "Unrelated code paths: strict config loading vs Windows/ROCm import dependency issues." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "A stale indexer cache crash and a Gemma4 mm_token_type_ids default issue are different defects." + "reason": "Different model families and symptoms: stale indexer cache crash vs Gemma 4 token-type defaults." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM3 and Qwen3OmniMoe video input validation are distinct bugs." + "reason": "Different models and errors: missing Sam3VisionEncoderOutput field vs Qwen3OmniMoe video-input validation." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Tokenizer offline cache loading and multi-GPU CUDA OOM are unrelated problems." + "reason": "Tokenizer offline cache loading is unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A model config warning and a paged-generate stale warning for num_return_sequences are not the same issue." + "reason": "Both involve generation warnings, but one is a config warning and the other is a paged-generate edge-case bug." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to the Qwen3.5 tie-word-embeddings warning." + "reason": "Both mention deepspeed-like training flows, but one is gemma-4 from_pretrained and the other is double optimizer stepping." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and SAM3 model-type mismatch warning are different SAM3 issues." + "reason": "Related SAM3 area, but distinct bugs: dummy Conv2d in pixel decoder vs tracker/model-type warning." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "gemma-4 from_pretrained/zero3 loading and double optimizer-step behavior under deepspeed are separate bugs." + "reason": "Different Qwen variants and different issues: weight-shape mismatch vs an embedding-tying warning." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "GlmMoeDsa stale cache crash and flash_attention s_aux=None AttributeError affect different code paths." + "reason": "Different code paths: stale cache on second forward pass vs flash_attention crashing on s_aux=None." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated API changes." + "reason": "Upgrade-related, but one is tokenizer loading and the other is an accuracy regression in a specific model." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are too broad and not the same defect." + "reason": "Cache return-type contract issue vs LlamaConfig head_dim validation are unrelated." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Attention-kernel divergence under torch.compile and Gemma pipeline roundtrip on \u2581 are different issues." + "reason": "Different subsystems: attention-kernel divergence under torch.compile vs Gemma pipeline roundtrip failure." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue and a Gemma roundtrip failure are not clearly the same bug." + "reason": "Isolated reproduction of an old issue vs a Gemma token roundtrip bug; not the same defect." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "chat/completions request rejection and Gemma pipeline roundtrip failure involve different APIs." + "reason": "API request rejection in /v1/chat/completions is unrelated to Gemma pipeline token roundtrip behavior." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "torch.compile attention branching and chunked-prefill cache lazy init are separate generation/runtime problems." + "reason": "Both touch generation/perf, but one is kernel divergence and the other is cache lazy-init causing recompilation." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty transcription failure and Windows ROCm import dependency issues are unrelated." + "reason": "Whisper empty-transcription failure is unrelated to the Windows/ROCm distributed import issue." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram on Int in moe code and missing chat template in a processor are unrelated errors." + "reason": "MPS histogram type error in moe code is unrelated to missing chat template handling in processors." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and partial-batch result dropping are different code paths." + "reason": "Different SAM3 architecture bug vs mask pipeline partial-batch result dropping." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and a performance slowdown after upgrade are not the same underlying bug." + "reason": "MLukeTokenizer AttributeError is unrelated to a 10x slowdown after upgrade." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained mismatch and processor.save_pretrained missing files are similar on surface but different serialization failures." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to processor.save_pretrained missing files." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 nonsensical outputs and AutoProcessor backend-missing detection are different vision-stack issues." + "reason": "Different vision-loading problems: nonsensical outputs from AutoModel/pipeline vs missing vision backend for AutoProcessor." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage in v5 and ESM2 breakage are broad but distinct regressions." + "reason": "Both are broad regressions, but one is custom model initialization in v5 and the other is an ESM2-specific breakage." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Training slowdown after upgrade and a deepspeed double-step bug do not share a concrete code path." + "reason": "Performance regression from upgrading Transformers is unrelated to double optimizer stepping under deepspeed." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated." + "reason": "Gemma eos_token_id config mismatch is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the filtering slowdown regression." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "sync_gpus generation kwargs update and chunked_prefill cache-missing regression are different generation bugs." + "reason": "Both generation/cache related, but different failures: sync_gpus kwargs update vs missing GenerationMixin cache in v5." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Saving a quantized model is a different problem from loading Qwen2.5-GGUF under v5." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission is unrelated to the deepspeed optimizer-step bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "resume_from_checkpoint key mismatch and a filtering slowdown after upgrade are unrelated." + "reason": "Different domains entirely: SAM3 vision encoder attribute error vs AutoConfig trust_remote_code missing fields." } ] }, @@ -13124,8 +13229,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -13136,13 +13241,12 @@ "issue:41628", "issue:42371", "issue:42673", + "issue:42831", "issue:42994", "issue:43232", "issue:43278", "issue:43475", - "issue:43482", "issue:43525", - "issue:43643", "issue:43704", "issue:43723", "issue:43784", @@ -13154,6 +13258,7 @@ "issue:44222", "issue:44351", "issue:44623", + "issue:44792", "issue:44869", "issue:44933", "issue:44945", @@ -13170,7 +13275,6 @@ "issue:45397", "issue:45406", "issue:45478", - "issue:45656", "issue:45753", "issue:46202", "issue:46326", @@ -13179,17 +13283,14 @@ "issue:46726" ], "soft_pairs": [ - "issue:42994|issue:43482", - "issue:44623|issue:45656", - "issue:43475|issue:43643", "issue:45375|issue:45478", "issue:28282|issue:30990", "issue:41628|issue:44933", "issue:44869|issue:45356", - "issue:42371|issue:45092", "issue:44964|issue:45137", "issue:45310|issue:45375", "issue:43986|issue:46726", + "issue:42371|issue:45092", "issue:42994|issue:43525", "issue:44038|issue:44623", "issue:45230|issue:45397", @@ -13209,231 +13310,227 @@ "issue:36010|issue:41628", "issue:43278|issue:45137", "issue:44038|issue:45310", - "issue:44222|issue:45310" + "issue:44222|issue:45310", + "issue:43232|issue:44792", + "issue:42831|issue:44222" ], - "prepared_review_unit_hash": "343973e152ad19dece89e723bbf5d999649f7029d393734f14efe0b5fa5e5ad4", + "prepared_review_unit_hash": "03bcc52cefe3639c73a176fc44f3e9bf11dc4ef6e04d75c3250c7c208481a85e", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36791, - "estimated_input_tokens": 9198, - "estimated_eval_tokens": 18652 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35901, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set, but there are two clear duplicate pockets: the Qwen3ForCausalLM multi-thread VRAM leak and the Qwen3.5 MoE from_pretrained/loading regression. The Qwen3.5 config-field report is the best canonical issue.", - "confidence": 0.63, - "canonical_issue_reason": "issue:45375 is the most specific/root-cause report in the Qwen3.5 MoE loading-error cluster; the other matching reports are more generic symptom variants.", + "summary": "The packet is mostly a mix of unrelated bug reports, but it does contain a few tight duplicate pockets by title: the AutoProcessor/vision-backend-missing pair, plus exact-title repeats like 45310/45478 and 42673/43704. Most other soft edges look only superficially similar and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "No single cluster-wide canonical issue is clear from the packet. If one representative issue must be chosen for the strongest visible duplicate pocket, issue:46726 is the broadest AutoProcessor/vision-backend-missing report.", "canonical_pr_reason": null, - "best_issue_reason": "Most representative item overall: it captures the clearest diagnosis in the strongest duplicate cluster in this set.", + "best_issue_reason": "Issue:46726 is the best overall representative for the clearest duplicate pocket because its title is the most general description of the AutoProcessor backend-missing failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42994", - "right": "issue:43482", - "accept": false, - "reason": "Quantized save failure vs GGUF loading failure; related theme but different operations and failure modes." - }, - { - "left": "issue:44623", - "right": "issue:45656", - "accept": false, - "reason": "processor.save_pretrained file omission vs DeepSpeed optimizer double-step; unrelated code paths." - }, - { - "left": "issue:43475", - "right": "issue:43643", - "accept": false, - "reason": "SAM3 missing attribute vs trust_remote_code returning missing fields; both are attribute errors but not the same bug." - }, { "left": "issue:45375", "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5 MoE from_pretrained regression; one report is the specific config-field cause, the other is the generic failure symptom." + "accept": false, + "reason": "Same model family, but the titles point to different concrete problems: a missing config field versus a generic from_pretrained regression." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-missing ImportError vs sentence-transformers loading hang; different root causes." + "reason": "PyTorch import error and loading hang are different failure modes with different likely code paths." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Different missing-import symbols (AutoImageProcessor vs image_utils export); same area but not the same defect." + "reason": "Both are import-related, but they concern different missing symbols/modules and do not read as the same bug." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash vs tokenizer codec regression; unrelated." - }, - { - "left": "issue:42371", - "right": "issue:45092", - "accept": false, - "reason": "TF32 API warning vs InternVL2 meta-init incompatibility; different subsystems." + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are distinct tokenizer bugs." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading failure vs DeepSpeed ZeRO3 deque pop; unrelated." + "reason": "Model loading failure for Phi-4 multimodal and a DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:45310", "right": "issue:45375", - "accept": true, - "reason": "Same Qwen3.5 MoE from_pretrained failure; the detailed config-field report and the generic loading error describe the same regression." + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a from_pretrained error and the other is a missing vision-config field; too different to merge." }, { "left": "issue:43986", "right": "issue:46726", + "accept": true, + "reason": "Both describe AutoProcessor failing when the required vision backend is unavailable; this looks like the same underlying backend-missing code path." + }, + { + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Both involve AutoProcessor/backend handling, but one is video-model/no-torchvision and the other is image-processor recognition; too broad to merge." + "reason": "TF32 settings guidance and a meta-initialization incompatibility are different issues." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model save bug vs Llama4 config missing pad_token_id; different issues." + "reason": "Quantized save_pretrained failure and missing pad_token_id on Llama4Config are unrelated root causes." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe transformers v5 bug vs processor.save_pretrained missing files; unrelated." + "reason": "A Qwen3-VL-Moe bug and processor.save_pretrained missing files are different surfaces and fixes." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Placeholder 'bug report' provides no concrete linkage to the gemma-4 ZeRO3 from_pretrained error." + "reason": "Placeholder bug report versus gemma-4 ZeRO3 from_pretrained issue; no duplication signal." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 doc mistakes vs missing-vision-backend AutoProcessor error; different problems." + "reason": "SigLIP2 doc-example errors and AutoProcessor backend-missing behavior are not the same defect." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "SAM3 attribute error vs qwen2.5-vl video position-id bug; different models and code paths." + "reason": "Different models and symptoms: SAM 3 missing attribute versus qwen2.5-vl video position IDs." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "AutoTokenizer loading issue in v5 vs mistral_common continue_final_message behavior; different tokenizer bugs." + "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common tokenizers are distinct code paths." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "sentence-transformers import NameError vs Qwen3.5 kernel registration failure; unrelated." + "reason": "Import-time NameError in sentence-transformers integration and a Qwen3.5 rotary registration crash are unrelated." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "_update_model_kwargs_for_generation after sync_gpus vs attention-kernel divergence under torch.compile; different generation bugs." + "reason": "Generation kwargs update bug and attention-kernel divergence under torch.compile are different mechanisms." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing _tokenizer vs Gemma pipeline roundtrip on \u2581; related model family but distinct failures." + "reason": "Gemma4Processor missing _tokenizer and a Gemma pipeline roundtrip issue are not the same bug." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading issue vs pipeline-parallelism wrong output; different runtime behaviors." + "reason": "Quantization offloading behavior and pipeline-parallelism output corruption are different subsystems and symptoms." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallelism incorrect output vs Qwen3_5 infinite loop on a specific image; distinct bugs." + "reason": "Pipeline-parallelism output mismatch and an infinite loop on a specific image are separate runtime bugs." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing imports (AutoImageProcessor vs HybridCache); same symptom class but not the same defect." + "reason": "Both are import errors, but they involve different missing APIs and different fixes." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Gemma pipeline token roundtrip vs DiffusionGemma image-text-to-text pipeline failure; related family but different path." + "reason": "Gemma tokenizer roundtrip failure and DiffusionGemma image-text pipeline failure are related only by model family." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral regex tokenizer crash vs auto_docstring future-annotations crash; unrelated utility bugs." + "reason": "Tokenizer backend crash and auto-docstring annotation handling crash are unrelated." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized save failure vs missing Qwen2.5-VL export; different import/load problems." + "reason": "Quantized save failure and missing Qwen2_5_VLForConditionalGeneration import are different features and code paths." }, { "left": "issue:42673", "right": "issue:43704", - "accept": true, - "reason": "Exact duplicate Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." + "accept": false, + "reason": "The titles are identical, so this is a strong repeat signal, but without body evidence in the packet I am not treating it as a confirmed duplicate edge here." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "GenerationMixin import error vs AutoImageProcessor import error; different missing symbols." + "reason": "AutoModel PyTorch import error and AutoImageProcessor import error are different missing APIs." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype regression in evaluate vs ZeRO3 deque underflow; unrelated." + "reason": "Embedding dtype drift and DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Different Qwen model families (Qwen3-VL-Moe vs Qwen3.5 MoE); similar shape but not the same bug." + "reason": "Both involve Qwen/MoE, but the titles describe different concrete regressions." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained issue vs Qwen3.5 from_pretrained error; different code paths." + "reason": "FP8 save_pretrained for MoE versus a from_pretrained error are not the same code-path problem." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation-state update bug and janus image-generation test failure are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy and FP8 save_pretrained are both FP8-related but not the same defect." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The clustering summary is grounded in the packet, and the soft-edge calls are generally conservative. The two accepted pockets are supported by the titles: the exact duplicate Qwen3ForCausalLM VRAM leak pair, and the Qwen3.5 MoE from_pretrained regression cluster where 45375 is a more specific config-field report. The rejected pairs mostly involve clearly different operations or subsystems, so I don\u2019t see overstatement here." + "accept": false, + "feedback": "The summary is a bit too assertive for the packet. In particular, calling issue:46726 the \"only strong duplicate candidate\" is not well grounded when the packet also contains several near-title/near-topic soft pairs, including an exact-title match (issue:45310 vs issue:45478) that is not addressed conservatively. Several soft-edge reasons also rely on body-level specifics that are not visible in the packet, so the verdict set is not consistently grounded from the provided evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -13446,8 +13543,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -13460,10 +13557,8 @@ "issue:42175", "issue:42222", "issue:42673", - "issue:42831", "issue:42898", "issue:43116", - "issue:43232", "issue:43295", "issue:43377", "issue:43479", @@ -13474,23 +13569,24 @@ "issue:43874", "issue:43976", "issue:44016", + "issue:44060", "issue:44079", "issue:44190", - "issue:44222", "issue:44242", "issue:44496", "issue:44568", "issue:44623", "issue:44734", "issue:44779", - "issue:44792", "issue:44869", "issue:44933", "issue:45092", "issue:45103", + "issue:45125", "issue:45200", "issue:45310", "issue:45356", + "issue:45405", "issue:45561", "issue:45600", "issue:45712", @@ -13501,8 +13597,6 @@ "issue:46693" ], "soft_pairs": [ - "issue:43232|issue:44792", - "issue:42831|issue:44222", "issue:30333|issue:33290", "issue:43504|issue:45561", "issue:42175|issue:44933", @@ -13521,225 +13615,227 @@ "issue:42898|issue:45812", "issue:43723|issue:44568", "issue:42222|issue:45200", - "issue:43874|issue:45092", "issue:42898|issue:44779", "issue:43479|issue:44079", + "issue:43874|issue:45092", "issue:43784|issue:43824", "issue:44734|issue:45103", "issue:27957|issue:30333", "issue:30333|issue:34689", - "issue:42898|issue:45356", "issue:42898|issue:43295", - "issue:43116|issue:44190" + "issue:42898|issue:45356", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44060|issue:45125" ], - "prepared_review_unit_hash": "e1a4149fbe6d645710d689d1bb895aefdc395395a9f16ea037884cafed739f62", + "prepared_review_unit_hash": "82f1e5f412a3be17225ca9830863961bebb48d94787c1e9620ef1f1451080692", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36897, - "estimated_input_tokens": 9225, - "estimated_eval_tokens": 18706 + "serialized_chars": 36432, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated bugs in tokenization, model loading, training, packaging, tests, and inference. None of the soft-edge pairs look like the same underlying defect, so this is not a true duplicate cluster.", - "confidence": 0.93, - "canonical_issue_reason": "No obvious duplicate centerpiece exists; if one issue must represent the cluster, issue 46693 is the most actionable open regression with a concrete performance problem.", + "summary": "The set is broadly heterogeneous, with only a loose tokenizer/v5 regression subtheme. None of the suggested soft edges look like the same underlying bug/change, so all are rejected. Issue 42898 is the closest thing to a representative issue because it is the most central among the tokenizer-related entries.", + "confidence": 0.35, + "canonical_issue_reason": "Issue 42898 is the most connected item in the tokenizer/v5 regression subcluster, so it is the best representative issue available, even though it does not cover the whole heterogeneous set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46693 is the strongest standalone bug report here: it is open, specific, and describes a reproducible performance regression. The rest are mostly unrelated closed issues.", + "best_issue_reason": "No single issue cleanly represents the full cluster; 42898 is the best available anchor because several soft links point to tokenizer behavior regressions in v5.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Different failures: generation kwargs handling vs a janus image-generation test regression." - }, - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "Both mention FP8, but one is an accuracy issue and the other is save_pretrained/moe serialization." - }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting on failed jobs is unrelated to a deepspeed adafactor OOM." + "reason": "MLflow job-reporting failure and a DeepSpeed/Adafactor OOM are unrelated failure modes." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Model preset loading via a legacy field is unrelated to a pytest-xdist file race." + "reason": "Model loading with a legacy field and a pytest-xdist file race are unrelated bugs." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging/backend install behavior is unrelated to a missing import symbol in image_utils." + "reason": "Missing TensorFlow backend in an extra install and a nonexistent image_utils import are different issues." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "A test-file race is not the same bug as stale auto_mappings references to removed configs." + "reason": "A test-file write race and broken auto_mappings references are unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config loading failure is unrelated to a testing-utils race condition." + "reason": "Unrecognized model config and a test-worker file race are not the same bug." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility is a different issue from a nonexistent import in image_utils." + "reason": "Python version compatibility and an invalid import are unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-transformers loading hangs vs output embedding reinitialization during resize are different code paths." + "reason": "Loading stalls in sentence-transformers and embedding reinitialization after resize are different code paths." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Install extra backend packaging differs from dummy class cleanup and repo-check failures." + "reason": "Backend installation packaging and leftover dummy classes are unrelated maintenance issues." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenization cleanup behavior in v5 is unrelated to BOS/EOS tokens not being added." + "reason": "Both are tokenizer regressions, but they describe different behaviors and model-specific failures, not one concrete bug." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask construction and partial-batch pipeline result dropping are unrelated." + "reason": "Attention-mask semantics and final partial-batch handling are unrelated." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask output mismatch is unrelated to missing load-balancing loss for router logits." + "reason": "Padding-mask inconsistency in MIMI and missing load-balancing loss are different model bugs." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing processor files on save is a different bug from Qwen3.5 MoE from_pretrained loading failure." + "reason": "Missing files in save_pretrained and a Qwen3.5 MoE from_pretrained regression are not the same issue." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Default multimodal config initialization is unrelated to Whisper word-timestamp decoding crash." + "reason": "Default multimodal config initialization and Whisper timestamp decoding are unrelated." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in multi-threaded dataloading is distinct from a long-context FA2 performance regression." + "reason": "VRAM leak in multi-threaded dataloading and FA2 long-context performance regression are different problems." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "A notebook syntax error is not the same as a documentation parameter-name mismatch." + "reason": "Notebook syntax error and documentation parameter mismatch are unrelated doc issues." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Tokenizer cleanup behavior changes are unrelated to Granite token-id regression." + "reason": "They are both tokenizer regressions, but for different models and symptoms, not the same underlying bug." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading in v5 is not the same defect as add_special_tokens failing to add BOS/EOS." + "reason": "General AutoTokenizer loading failure and missing BOS/EOS insertion are distinct tokenizer issues." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken vitpose model files and Gemma4 token-type defaults concern different models and code paths." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "A missing image-processor method is unrelated to old InternVL2 checkpoints failing meta initialization." + "reason": "Vitpose model breakage and Gemma 4 token-type defaults are unrelated multimodal/model-loading bugs." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Tokenization cleanup behavior is unrelated to Deepseek tokenizer codec handling." + "reason": "Different tokenizer regressions affecting different model families; not one fixable code-path issue." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Default config initialization and ModelOutput key assignment are separate bugs." + "reason": "Multimodal config defaults and ModelOutput key assignment are unrelated internal behaviors." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch-count API and remote-code meta-init incompatibility are separate multimodal loading problems." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to a missing Qwen2.5-VL export." + "reason": "An import NameError in sentence-transformers and a missing Qwen2.5-VL symbol are different import failures." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation indexing in serve has nothing to do with auto_docstring annotations handling." + "reason": "KV-cache indexing crash in serve and auto-docstring annotation handling are unrelated." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLFlow reporting after failed training jobs." + "reason": "Flash Attention support for XLMRoberta and MLflow failure reporting are unrelated." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Failed-job MLFlow reporting is unrelated to a Llama 3.2 vision model-loading regression." + "reason": "Failed-job MLflow reporting and Llama 3.2 vision model loading are different regressions." }, { "left": "issue:42898", - "right": "issue:45356", + "right": "issue:43295", "accept": false, - "reason": "Tokenization-space cleanup changes are unrelated to Kimi-K2.5 codec handling regression." + "reason": "Both involve v5 regressions around tokenization/processor APIs, but they are separate behaviors and not the same concrete bug." }, { "left": "issue:42898", - "right": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Tokenization cleanup behavior is unrelated to processor.tokenizer/image-token passing regression." + "reason": "Different tokenizer regressions with different root causes and affected models." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax and set_training doc mismatch do not describe the same underlying issue." + }, + { + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Empty multi-label classification outputs in the example script are not the same as local dataset loading failure." + "reason": "A version pin bump and dummy-class cleanup are unrelated repository maintenance issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "A tied-weights warning bug and missing tensor-parallel plan are separate Qwen3 issues." } ] }, @@ -13758,8 +13854,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -13774,10 +13870,10 @@ "issue:42831", "issue:43122", "issue:43232", + "issue:43475", "issue:43479", "issue:43644", "issue:43723", - "issue:44060", "issue:44075", "issue:44190", "issue:44206", @@ -13796,10 +13892,8 @@ "issue:45071", "issue:45092", "issue:45103", - "issue:45125", "issue:45245", "issue:45310", - "issue:45405", "issue:45656", "issue:45712", "issue:45834", @@ -13807,14 +13901,14 @@ "issue:46132", "issue:46209", "issue:46231", + "issue:46305", "issue:46421", "issue:46424", + "issue:46431", "issue:46665", "issue:46710" ], "soft_pairs": [ - "issue:45405|issue:45712", - "issue:44060|issue:45125", "issue:44295|issue:45656", "issue:30333|issue:35141", "issue:30333|issue:36331", @@ -13835,230 +13929,232 @@ "issue:44373|issue:44485", "issue:46132|issue:46710", "issue:44297|issue:45310", - "issue:44263|issue:45092", "issue:43723|issue:44977", "issue:44222|issue:44484", "issue:44190|issue:46082", "issue:43232|issue:46424", + "issue:44263|issue:45092", "issue:44206|issue:45103", "issue:43122|issue:46209", "issue:43232|issue:45834", - "issue:44734|issue:46421" + "issue:44734|issue:46421", + "issue:43475|issue:46305", + "issue:46209|issue:46431" ], - "prepared_review_unit_hash": "95f36a4ddca1d29977f44bfb891f7bb7f2f37f120ab5ddfddd058ab9f1c3a3ef", + "prepared_review_unit_hash": "45f94fcf969330ae13678f09f5ad3a73e8bb271bdf775a3ffef0d0bcd9ff69d6", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36686, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "serialized_chars": 36752, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No clear duplicate cluster here: the items span many unrelated Transformers issues, so all soft edges should be rejected.", - "confidence": 0.86, - "canonical_issue_reason": "No single canonical issue; the cluster is heterogeneous (imports, tokenizer serialization, training, generation, config, FP8/cache, and docs bugs) rather than one underlying defect.", + "summary": "This cluster is highly heterogeneous. The soft similarities are mostly superficial (shared APIs like import/from_pretrained/save_pretrained/cache), and none of the candidate pairs looks like the same underlying bug or a plausible single merged fix.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44297 is the most representative concrete bug report among the weakly related items, because it is a self-contained tokenizer serialization problem and sits near a few save/load-related reports; however, the cluster as a whole is too mixed to treat it as a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44297 is the most concrete and self-contained bug report, but it only covers a narrow tokenizer save_pretrained mismatch and does not represent the rest of the set.", + "best_issue_reason": "issue:44297 is the strongest standalone issue for triage: specific, reproducible, and more actionable than the broader version/regression reports around it.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "Dependency version bump vs leftover dummy-class cleanup; different problems." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Both involve Qwen MoE, but one is a tied-weights warning and the other is missing tensor-parallel metadata." - }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer read error vs optimizer step duplication under deepspeed; unrelated." + "reason": "One is a buffer/read-state bug, the other is deepspeed optimizer stepping; no shared code path." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow job reporting failure vs embedding reinitialization after resize; different code paths." + "reason": "MLflow failure-reporting is unrelated to embedding reinitialization in post_init." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting bug vs custom trainer loss signature mismatch; not the same issue." + "reason": "Failed-job reporting and CustomTrainer compute_loss kwargs are distinct training issues." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but for different modules and causes." + "reason": "Both are import errors, but for different modules and different missing dependencies." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Nonexistent image_utils import vs dummy class cleanup; different fixes." + "reason": "Missing image_utils import and leftover dummy classes are unrelated packaging/import bugs." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer arguments ignored vs docstring parameter-name mismatch." + "reason": "Optimizer argument handling and docstring parameter mismatch are not the same bug." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained bug vs tokenizer save_pretrained metadata mismatch." + "reason": "Both mention save_pretrained, but one is FP8 model saving and the other is tokenizer metadata serialization." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Generation output regression vs attention registration behavior change; not the same defect." + "reason": "Generation output regression and AttentionInterface.register behavior change are different subsystems." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issue vs processor.save_pretrained missing files." + "reason": "FP8 accuracy loss and processor.save_pretrained missing files are unrelated." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE marker handling vs AutoTokenizer loading failure in v5." + "reason": "Both concern tokenizers, but one is BPE marker handling and the other is tokenizer loading/import behavior." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config mismatch vs optimizer step behavior; unrelated." + "reason": "Tokenizer config serialization is unrelated to deepspeed optimizer stepping." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Phi4 multimodal config defaults vs non-persistent buffer junk; different underlying bugs." + "reason": "Multimodal config default initialization and non-persistent buffer junk are different initialization bugs." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category limit error vs attention registration behavior." + "reason": "Category cardinality limits and attention registration behavior do not share a code path." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 save_pretrained issue vs processor save_pretrained missing files." + "reason": "Both involve persistence, but one is FP8 model save_pretrained and the other is processor file export." }, { "left": "issue:43479", "right": "issue:46665", "accept": false, - "reason": "Config default initialization bug vs from_pretrained behavior inside Python classes." + "reason": "Config defaulting for multimodal models is unrelated to from_pretrained use inside Python classes." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different import failures from different packages/modules." + "reason": "Import failures in transformers and huggingface_hub are different dependency issues." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type-checking regression vs LlamaConfig head_dim validation." + "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are separate config problems." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring typo vs RoPE implementation discussion; not the same bug." + "reason": "A wrong docstring for position_ids is unrelated to RoPE implementation discussion." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "Attention registration behavior vs model accuracy regression; too broad to merge." + "reason": "Attention registration semantics and model accuracy regression are not the same bug." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save_pretrained metadata bug vs Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "torch.split return values in an indexer vs remote-code/meta-init incompatibility." + "reason": "Tokenizer_class metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading issue in v5 vs Qwen3.5 flash-attention generation bug." + "reason": "Tokenizer loading regression and flash-attention generation failure are distinct issues." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained bug vs max_shard_size question." + "reason": "FP8 save_pretrained and max_shard_size default behavior are separate save_pretrained concerns." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Example script dataset loading issue vs LlamaConfig head_dim validation." + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs cache max_cache_length behavior." + "reason": "sync_gpus generation bug and cache max length semantics are related to cache/generation, but not the same defect." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling and remote-code meta initialization incompatibility are unrelated." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor center-arg regression vs auto-docstring AttributeError." + "reason": "A feature extractor crash from unsupported args is unrelated to the auto_docstring annotations crash." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer output drift across versions vs FP8 inference failure on B200." + "reason": "Tokenizer output changes and FP8 inference on B200 are entirely different bugs." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs update bug vs Kosmos2.5 OCR index error." + "reason": "Generation kwargs syncing and Kosmos2.5 OCR index errors are unrelated." }, { "left": "issue:44734", "right": "issue:46421", "accept": false, - "reason": "Serve KV-cache indexing crash vs lazy cache initialization causing recompilation." + "reason": "Both mention cache, but serve KV-continuation indexing and cache lazy-init recompilation are different code paths." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 missing attribute and MoonshineStreaming off-by-one masking are unrelated model-specific bugs." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template support are unrelated." } ] }, @@ -14077,8 +14173,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -14090,14 +14186,15 @@ "issue:39401", "issue:41628", "issue:42757", + "issue:42796", "issue:42831", "issue:42886", "issue:42907", "issue:42994", "issue:43066", + "issue:43122", "issue:43232", "issue:43408", - "issue:43475", "issue:43644", "issue:43646", "issue:43824", @@ -14113,6 +14210,7 @@ "issue:44568", "issue:44623", "issue:44829", + "issue:44945", "issue:45092", "issue:45278", "issue:45310", @@ -14123,28 +14221,24 @@ "issue:45753", "issue:46002", "issue:46050", - "issue:46209", "issue:46305", "issue:46328", "issue:46369", "issue:46402", - "issue:46431", "issue:46655" ], "soft_pairs": [ - "issue:43475|issue:46305", - "issue:46209|issue:46431", "issue:46305|issue:46655", "issue:44263|issue:44360", "issue:44295|issue:44623", "issue:30990|issue:38175", - "issue:43644|issue:46305", - "issue:44261|issue:45092", - "issue:45092|issue:45357", "issue:44263|issue:44373", "issue:45381|issue:46305", - "issue:42907|issue:46050", + "issue:43644|issue:46305", + "issue:45092|issue:45357", "issue:44279|issue:46328", + "issue:42907|issue:46050", + "issue:44261|issue:45092", "issue:42831|issue:45310", "issue:44829|issue:46002", "issue:22355|issue:27957", @@ -14155,230 +14249,238 @@ "issue:22355|issue:28218", "issue:42831|issue:45753", "issue:39401|issue:44568", - "issue:42757|issue:45278", "issue:27957|issue:30990", + "issue:42757|issue:45278", "issue:42886|issue:43066", - "issue:42886|issue:42994", "issue:44188|issue:44373", + "issue:42886|issue:42994", "issue:43232|issue:45593", "issue:43408|issue:46369", "issue:44261|issue:44373", - "issue:43646|issue:46002" + "issue:43646|issue:46002", + "issue:42796|issue:43122", + "issue:42907|issue:44945" ], - "prepared_review_unit_hash": "dd1816e8c7cee2b7b2bf961a90fc05f0abbbe35c893822db821607f24d56e65e", + "prepared_review_unit_hash": "05f8decf51ef84b0337b8c87ab80ecb8b03476e9167f29e044a1574eba015b8e", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36817, - "estimated_input_tokens": 9205, - "estimated_eval_tokens": 18666 + "serialized_chars": 36757, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All candidate soft pairs are rejects: they only share broad themes like tokenizers, loading, quantization, or SAM3, but they describe different concrete bugs and code paths. No single issue stands out as a canonical representative for this mixed set.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical issue exists here: the items are a mixed bag of unrelated bug reports, and the superficially similar pairs still point to different models, features, or failure modes.", + "summary": "This cluster is a loose mix of mostly unrelated Transformers bug reports: tokenizer regressions, import errors, quantization/saving issues, model-init bugs, and multimodal/model-specific failures. None of the soft pairs look like true duplicates; the closest representative issue is the cross-version tokenization regression in 43122, but the cluster itself is not a single underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43122 is the broadest and most central report here, with a clear reproducible tokenizer regression across versions and some inbound references. It best represents the tokenizer-regression subset, though the overall cluster is not actually one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a strong global representative because the set is heterogeneous and the closest-looking pairs are not the same underlying defect.", + "best_issue_reason": "43122 has the clearest cross-version behavior change and the most general applicability among the listed issues, making it the best representative issue for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43475", - "right": "issue:46305", - "accept": false, - "reason": "Different SAM3 vision-encoder attribute error vs MoonshineStreaming mask off-by-one; unrelated code paths." - }, - { - "left": "issue:46209", - "right": "issue:46431", - "accept": false, - "reason": "FP8 B200 inference failure is unrelated to processor.save_pretrained missing files." - }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both involve video processing, but they are different bugs in different models and functions." + "reason": "Different models and different bugs: Moonshine streaming window off-by-one vs SmolVLM video padding calculation." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Different DSA indexer problems: torch.split return values vs missing ReLU." + "reason": "Both mention DSA/indexer-like code, but one is about torch.split return values and the other about a missing ReLU; not the same bug." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Registering position_ids as a buffer is a different issue from processor.save_pretrained missing files." + "reason": "Position_ids buffer access error is unrelated to missing processor save files." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are different failures." + "reason": "Unrelated symptoms: loading hang for Sentence Transformers vs zero probabilities in a SigLIP2 model." }, { - "left": "issue:43644", + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a runtime indexing/splitting issue; the other is just a wrong docstring for position_ids." + }, + { + "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk in Transformers 5.0 is unrelated to MoonshineStreaming masking." + "reason": "Both are off-by-one style reports, but they concern different models and different mechanisms (vision position ids vs streaming mask)." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "MLA RMS eps precision issue is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "Transformers v5 buffer initialization bug is unrelated to Moonshine streaming mask logic." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Different models and bugs: InternVL2 meta init vs Qwen3.5 save_pretrained key handling." + "reason": "Both involve Qwen/InternVL family regressions, but one is meta-init incompatibility and the other is incorrect save_pretrained keys; different code paths." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Indexer torch.split behavior is unrelated to a wrong docstring for position_ids." + "reason": "Generic dependency complaint vs a pandas/numpy padding performance issue; no shared underlying bug." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both concern quantized save/load, but they affect different quantization flows and concrete failure modes." + "reason": "Both concern quantized model persistence, but one is about dequantized Ministral/Devstral saving and the other is sinq save/load corruption; too different to merge." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Generic dependency issue is not the same as SequenceFeatureExtractor.pad inefficiency." + "reason": "Layernorm precision/config issue is unrelated to remote-code checkpoint meta-initialization incompatibility." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 Moe from_pretrained error are different bugs." + "reason": "Different failures: FineGrainedFP8 accuracy degradation vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash Attention 3 degenerate training is not the same as NaNs after checkout/init." + "reason": "Flash-Attention-3 training degeneration is not the same as NaNs from checkout/init in classification heads." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "onnx import missing and XLMRoberta Flash Attention 2 are unrelated." + "reason": "Importing transformers.onnx and using XLMRoberta with Flash Attention 2 are unrelated." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat completions request rejection differs from Gemma4Processor missing _tokenizer." + "reason": "API request rejection in chat/completions is unrelated to Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different causes." + "reason": "Both are import errors, but they concern different missing symbols and different model/components; not the same fix." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe are not the same underlying defect." + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are distinct." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Wrong model-type warning and missing text encoder weights are distinct SAM3 issues." + "reason": "Both are SAM3-related, but one is a model-type/config warning and the other is missing text encoder weights; different problems." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing transformers.onnx module and extra whitespace after added token are different tokenizer/import problems." + "reason": "No module named transformers.onnx is unrelated to tokenizer added-token spacing." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy issue is unrelated to a Qwen3_5 infinite loop on a specific image." + "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop-on-image are separate issues." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset_mapping and missing BOS/EOS insertion are separate tokenizer bugs." - }, - { - "left": "issue:42757", - "right": "issue:45278", - "accept": false, - "reason": "A specific is_offline_mode import failure is only one of many unrelated import regressions." + "reason": "Different tokenizer bugs: wrong offset mapping vs add_special_tokens not adding BOS/EOS." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and Sentence Transformers loading hang are unrelated." + "reason": "Flash Attention 2 on XLMRoberta and a loading hang in Sentence Transformers are unrelated." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer problems." + "reason": "A specific huggingface_hub import symbol failure is not the same underlying bug as broad import errors after upgrading Transformers." }, { "left": "issue:42886", - "right": "issue:42994", + "right": "issue:43066", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving failure are unrelated." + "reason": "Offline cache loading failure and wrong decoder type in v5 are different tokenizer/loading issues." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to a docstring issue." + "reason": "A torch.compile attention-kernel divergence bug is unrelated to a docstring typo." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model save failure are unrelated." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs update after sync_gpus and D-FINE auxiliary-loss behavior are different code paths." + "reason": "Generation state update after sync_gpus has nothing to do with D-FINE auxiliary losses." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "SAM3 model-type warning and SAM3-litetext memory overflow are different failures." + "reason": "SAM3 model-type warning and sam3-litetext memory overflow are different failures." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "MLA layernorm precision bug is unrelated to the position_ids docstring." + "reason": "Precision/config problem in MLA q_a_layernorm is unrelated to a docstring issue." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are not the same bug." + "reason": "Broken custom model initialization and NaNs in classification heads are related only loosely; they do not appear to be the same underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Model-specific BPE marker handling in Ministral is not the same as a general cross-version tokenization change." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save/dequantize failure is unrelated to incorrect output under pipeline parallelism." } ] }, @@ -14397,8 +14499,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -14411,10 +14513,10 @@ "issue:41628", "issue:42371", "issue:42757", - "issue:42796", "issue:42907", "issue:43116", "issue:43122", + "issue:43278", "issue:43408", "issue:43452", "issue:43475", @@ -14452,9 +14554,7 @@ "issue:46614" ], "soft_pairs": [ - "issue:42796|issue:43122", "issue:42371|issue:44263", - "issue:42907|issue:44945", "issue:30990|issue:33357", "issue:43576|issue:43784", "issue:43756|issue:44060", @@ -14464,17 +14564,17 @@ "issue:41628|issue:45278", "issue:44295|issue:44297", "issue:43784|issue:45600", - "issue:42907|issue:43937", "issue:44117|issue:44704", + "issue:42907|issue:43937", "issue:44625|issue:44829", - "issue:44360|issue:44485", - "issue:39401|issue:44521", "issue:44704|issue:45290", + "issue:39401|issue:44521", + "issue:44360|issue:44485", "issue:43408|issue:43475", - "issue:43122|issue:44521", "issue:43122|issue:46326", - "issue:42907|issue:43452", + "issue:43122|issue:44521", "issue:22355|issue:29159", + "issue:42907|issue:43452", "issue:44038|issue:44297", "issue:43116|issue:45200", "issue:39401|issue:46614", @@ -14484,234 +14584,229 @@ "issue:43824|issue:44351", "issue:43122|issue:44779", "issue:36296|issue:43116", - "issue:42757|issue:44351" + "issue:42757|issue:44351", + "issue:43278|issue:44945" ], - "prepared_review_unit_hash": "0979ba55038e42903adc8151920e6ca61cdb2660ff6815b777106a32cb926892", + "prepared_review_unit_hash": "8e63698de9502a7dc35745e467e443c46951924dec1e8d35a4938c2e5691c4c2", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37218, - "estimated_input_tokens": 9305, - "estimated_eval_tokens": 18866 + "soft_pair_count": 32, + "serialized_chars": 36934, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is loosely related by v5 regressions and import/tokenizer breakages, but most pairs are not true duplicates. The broadest representative is the v5 upgrade/import-regression issue.", - "confidence": 0.39, - "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it describes multiple import failures after upgrading to 5.5.0, which matches the cluster\u2019s strongest recurring theme better than the more specific model- or tokenizer-specific reports.", + "summary": "The cluster is highly heterogeneous: most items are unrelated import, tokenizer, model-loading, or training bugs. I do not see any strong duplicate pairs, only a few loose thematic similarities around tokenizer/import regressions.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45278 is the broadest and most umbrella-like report in the set, centered on a version-upgrade regression causing multiple import failures; it is the best representative of the small import-error subset, though the overall cluster is not a tight duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single issue to represent this cluster because it is the most general and central regression report among a set of mostly version-related import/tokenizer problems.", + "best_issue_reason": "Issue 45278 is the strongest single issue to anchor this cluster because it is a clear regression report with the widest scope and best chance of subsuming related import-error reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42796", - "right": "issue:43122", - "accept": false, - "reason": "Both are tokenizer-related, but one is a model-specific BPE-marker bug and the other is a broader v4\u2192v5 tokenization regression; not the same underlying defect." - }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "Unrelated: TF32 settings vs. a DSA indexer ReLU/math bug." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Different failures in different code paths: dequantized save/load vs pipeline-parallel output correctness." + "reason": "TF32 settings guidance is unrelated to a GlmMoeDsaIndexer torch.split bug." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both mention loading, but they concern different models and failure modes (stuck load vs Mac bus error)." + "reason": "A loading hang in Sentence Transformers is a different failure mode from a MacOS bus error on a CLIP model." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Both are version-5 breakages, but one is a broken CLI command and the other is a missing import during sentence-transformers import; not the same bug." + "reason": "A broken env CLI command and a missing nn import in sentence-transformers are distinct code paths." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Completely different model-architecture bugs: RoPE layer count vs tied-weights warning." + "reason": "These are different model-specific architecture issues: RoPE layer omission vs tied-weights warning behavior." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/model issues: wrong offset mappings vs failure to load a specific model." + "reason": "Wrong offset mappings for Qwen3 tokenization is not the same as failing to load a specific model/tokenizer." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Save/dequantization bug is unrelated to a multimodal model-loading failure." + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are unrelated model I/O bugs." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "A Python-version compatibility issue is not the same as a pipeline-parallelism output bug." + "reason": "Python-version compatibility and pipeline-parallel incorrect outputs are different regressions." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is a missing symbol and the other is a broad set of upgrade import errors; too different to merge." + "reason": "Both involve imports, but one is a specific AutoImageProcessor import error while the other is a broader upgrade-induced import fallout." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Unrelated: buffer access/readback bug vs tokenizer save_pretrained metadata mismatch." + "reason": "A position_ids buffer access error and tokenizer_class metadata mismatch are unrelated save/load issues." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Different subsystems and failures: missing nn import vs stale auto_mappings references." + "reason": "Missing nn during import and stale auto_mappings references are separate import failures with different causes." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Different model families and error types: save_pretrained dequantization vs invalid GenerationConfig." + "reason": "Tokenizer mapping returning None and AutoProcessor not forwarding kwargs to cached_file are different loader bugs." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Both involve from_pretrained APIs, but one is tokenizer mapping None handling and the other is AutoProcessor kwargs propagation; not the same bug." + "reason": "These target different failures: checkpoint saving for dequantized models vs invalid GenerationConfig for GLM-5." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Different issues: config propagation for Qwen3.5 vs degenerate training with flash_attention_3." + "reason": "num_labels propagation and flash_attention_3 degenerate training are not the same bug." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "DSA math/activation discussion is unrelated to GLM-5 RoPE implementation." + "reason": "Cached-file kwargs forwarding and chat-template crashes with tool-call messages are different execution paths." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Both are tokenizer-adjacent, but one is offset_mapping correctness and the other is assistant mask generation for multimodal chat templates." + "reason": "Qwen3 offset mapping and multimodal assistant_mask generation are distinct tokenizer/template problems." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Unrelated API bugs: cached_file kwargs forwarding vs chat-template crashing on tool-call messages." + "reason": "A missing ReLU in the DSA indexer is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Same model family, but different concrete bugs: model-type warning vs missing output attribute." + "reason": "The model-type warning and the missing fpn_position_embeddings attribute are different SAM 3 issues." }, { "left": "issue:43122", - "right": "issue:44521", + "right": "issue:46326", "accept": false, - "reason": "Both concern tokenization behavior, but one is a general regression between versions and the other is multimodal assistant-mask generation." + "reason": "Version-dependent tokenization drift and continue_final_message behavior for mistral_common are different tokenizer regressions." }, { "left": "issue:43122", - "right": "issue:46326", + "right": "issue:44521", "accept": false, - "reason": "Different tokenizer regressions in different functions/models; not the same underlying bug." + "reason": "Tokenization drift across versions is not the same as all-zero assistant masks for multimodal chat templates." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Unrelated failures: dequantized save and gguf loading behavior are different code paths." + "reason": "An ONNX import error and slow/fast tokenizer inconsistency are unrelated." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Different topics: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + "reason": "Dequantized-save failures and gguf_file loading failures involve different model serialization paths." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Different bugs: Qwen3-VL-Moe model issue vs tokenizer_config save metadata mismatch." + "reason": "A Qwen3-VL-Moe bug and tokenizer save metadata mismatch are not the same underlying issue." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example script classification output bug vs Gemma 4 multimodal token-type-id requirement; unrelated." + "reason": "Empty multi-label classification results and Gemma 4 mm_token_type_ids defaults are different example/model bugs." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Both are tokenizer-related, but they concern different tokenizers and distinct state bugs." + "reason": "Qwen3 offset mapping and stale phonemizer language state are separate tokenizer issues." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Related only at a high level (Qwen3.5 and v5.4.0), but one is save_pretrained checkpoint correctness and the other is from_pretrained loading; not enough evidence of the same concrete bug." + "reason": "Qwen3.5 save_pretrained corruption and Qwen3.5 from_pretrained errors may be related by model family, but they are not clearly the same concrete bug." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Different MoE/model-save problems; no shared concrete failure path." + "reason": "Both mention MoE, but one is a Qwen3-VL-Moe issue and the other is an FP8 save_pretrained bug; the concrete failures differ." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Unrelated: Qwen3-VL-Moe loading bug vs position_ids buffer access bug." + "reason": "Qwen3-VL-Moe loading and position_ids buffer reading are unrelated." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing exports and likely different root causes." + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are distinct import errors." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and are not the same bug." + "reason": "Both are tokenizer regressions, but they affect different models and different code paths." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Completely unrelated: tensor-parallel training vs example-script classification results." + "reason": "Tensor parallel training bugs and a classification example returning empty results are unrelated." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages; no shared underlying issue." + "reason": "One is a huggingface_hub import breakage and the other is a transformers import breakage for a different symbol." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "A dtype change during evaluate and incorrect outputs under pipeline parallelism are different training/runtime issues." } ] }, @@ -14730,8 +14825,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -14744,12 +14839,13 @@ "issue:42371", "issue:42673", "issue:42898", + "issue:43064", "issue:43066", "issue:43116", - "issue:43278", "issue:43441", "issue:43493", "issue:43611", + "issue:43673", "issue:43825", "issue:43827", "issue:43874", @@ -14766,7 +14862,6 @@ "issue:44779", "issue:44936", "issue:44938", - "issue:44945", "issue:44995", "issue:45072", "issue:45083", @@ -14774,6 +14869,7 @@ "issue:45357", "issue:45446", "issue:45478", + "issue:45563", "issue:45753", "issue:46002", "issue:46231", @@ -14784,25 +14880,24 @@ "issue:46710" ], "soft_pairs": [ - "issue:43278|issue:44945", "issue:22355|issue:29127", "issue:42175|issue:44938", "issue:43493|issue:45753", "issue:44188|issue:46328", - "issue:43937|issue:44485", "issue:38617|issue:45278", "issue:42898|issue:46614", + "issue:43937|issue:44485", "issue:43611|issue:46002", "issue:43116|issue:43493", "issue:44355|issue:46231", - "issue:43066|issue:44779", "issue:43976|issue:45446", + "issue:43066|issue:44779", "issue:44038|issue:45478", "issue:44625|issue:46002", - "issue:42371|issue:43874", "issue:42673|issue:45072", - "issue:45357|issue:45478", + "issue:42371|issue:43874", "issue:45083|issue:45446", + "issue:45357|issue:45478", "issue:43116|issue:43825", "issue:42222|issue:43441", "issue:44075|issue:44936", @@ -14810,198 +14905,206 @@ "issue:44995|issue:46697", "issue:28348|issue:46640", "issue:43066|issue:46710", - "issue:43827|issue:45446" + "issue:43827|issue:45446", + "issue:43064|issue:43673", + "issue:43937|issue:45563" ], - "prepared_review_unit_hash": "c5d9d1d27830db28ecfb03f1f6cc7a559abbad2a2416c44fa46cb0892c6701dd", + "prepared_review_unit_hash": "d1d35471ce83876e188e9aa13ba5d8f2fa3962f00d93f642d3f023136d020ee2", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34822, - "estimated_input_tokens": 8706, - "estimated_eval_tokens": 17668 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35763, + "estimated_input_tokens": 8941, + "estimated_eval_tokens": 18138 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated closed issues with superficial title similarity around Transformers v5 regressions; all soft edges should be rejected. No PRs are present.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue: the cluster mixes unrelated bugs across tokenization, model loading, training, vision, packaging, and docs; the soft matches are mostly broad v5-era similarity rather than the same underlying defect.", + "summary": "The set is highly heterogeneous; most items are distinct Transformers bugs/regressions with only loose v5/theme overlap. None of the soft pairs look like true duplicates or mergeable PR-equivalents, so I\u2019d keep them separate.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (many import errors after upgrading to v5.5.0), making it the best cluster anchor among otherwise unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best umbrella representative because it is broad, upgrade-related, and closest to the cluster\u2019s common theme of v5 breakage/import errors, even though it is not a true duplicate of the others.", + "best_issue_reason": "issue:45278 is the most generally representative issue here: broad, regression-oriented, and closer to a cluster-level summary than the more model- or component-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43278", - "right": "issue:44945", - "accept": false, - "reason": "Both mention training/evaluation behavior, but one is a dtype mismatch between train and eval while the other is incorrect output under pipeline parallelism; different code paths and symptoms." - }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Importing transformers.onnx failing is unrelated to LayoutLMv3 error-message clarity for bounding boxes; different subsystem and bug type." + "reason": "Import error vs. LayoutLMv3 error-message clarity issue; different bug and code path." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Missing TensorFlow in a torch extra install is a packaging/backend issue, while Python 3.14 load failure is an interpreter-compatibility issue; not the same defect." + "reason": "Package/backend dependency issue vs. Python 3.14 load failure; both runtime-related but not the same underlying bug." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 HF/JAX numerical discrepancy and Qwen3_5 infinite-loop-on-image are different models and different failure modes." + "reason": "Different models and symptoms: SigLIP2 implementation discrepancy vs. Qwen3_5 infinite loop on one image." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a performance issue in SequenceFeatureExtractor.pad." - }, - { - "left": "issue:43937", - "right": "issue:44485", - "accept": false, - "reason": "GenerationConfig invalid for GLM-5 and RoPE implementation discussion are distinct model issues; not the same concrete bug." + "reason": "Attention-kernel divergence under torch.compile vs. padding performance cleanup; unrelated behaviors." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A missing layer_type_validation import is a specific symbol breakage, while 45278 is a broad multi-import regression after upgrade; similar theme but not the same underlying issue." + "reason": "Specific missing symbol/import vs. broad post-upgrade import failures; related area, but not the same concrete bug." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change and stale phonemizer backend after language switching are unrelated text-processing vs phonemizer state bugs." + "reason": "Tokenizer cleanup behavior change vs. stale phonemizer language backend; different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation problem vs. GLM-5 RoPE implementation discussion; not the same bug." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "base_model_prefix loading breakage and NaNs after checkout/init affect different code paths and have different root causes." + "reason": "Model loading/base_model_prefix breakage vs. NaNs in classification heads; unrelated failure modes." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label example script returning empty results is unrelated to a SigLIP2 implementation discrepancy." + "reason": "Example script multi-label output bug vs. SigLIP2 model discrepancy; different components and symptoms." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors and a documentation parameter-name typo are not the same bug." + "reason": "Compiled Python file execution error vs. documentation parameter-name mismatch; not a duplicate." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is decoder-type selection and the other is incorrect DeepSeek tokenization results; too different to merge." + "reason": "Python version support issue vs. PyTorch version-check bug in flex_attention; different code paths and breakages." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Python version compatibility and a wrong PyTorch version check for AuxRequest are separate environment-check problems." + "reason": "Both tokenizer-related v5 regressions, but one is decoder-type handling and the other is DeepSeek output correctness; too different to merge." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL-Moe and Qwen3.5 Moe from_pretrained errors are related by model family, but the concrete failure paths are different." + "reason": "Same model family, but one is a Qwen3-VL-Moe bug and the other is a from_pretrained failure for Qwen3.5 Moe; not the same concrete issue." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation in Qwen3.5 config is unrelated to NaNs in classification heads." - }, - { - "left": "issue:42371", - "right": "issue:43874", - "accept": false, - "reason": "TF32 behavior settings and a missing image-patch-count method in GLM46VImageProcessorFast are unrelated." + "reason": "Config propagation bug vs. NaNs in classification heads; distinct causes." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "A VRAM leak in multi-threaded dataloader use and dtype mismatches in bfloat16 inference are different bugs." + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM usage vs. dtype mismatch in bfloat16 inference; unrelated." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Incorrect visual encoder keys on save_pretrained and from_pretrained failure are both Qwen3.5-related, but they are opposite sides of different serialization/loading bugs." + "reason": "TF32 behavior/settings discussion vs. missing image-processor method in GLM46V; different areas." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extractor length calculation in qwen3_omni_moe is unrelated to a PyTorch version gate for AuxRequest import." + "reason": "Helper-function behavior in qwen3_omni_moe vs. version-check bug for AuxRequest import; unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both Qwen3.5-related, but save_pretrained key regression and from_pretrained error are different bugs." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script multi-label classification failure and pipeline() translation messaging after v5 removals are different issues." + "reason": "Example script classification output bug vs. pipeline translation-task messaging after removals; not the same change." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose model breakage and Ministral-3 flash-attention failure are unrelated model-specific regressions." + "reason": "VitPose breakage vs. Ministral-3 FlashAttention issue; different models and code paths." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Ignored SGD optimizer args and trainer.evaluate() failing after train are distinct training-loop bugs." + "reason": "Optimizer args ignored vs. trainer.evaluate() failure after train; distinct training bugs." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight during loading and AutoProcessor not forwarding kwargs to cached_file are different loading/processor paths." + "reason": "Missing embed_tokens weights in UMT5Encoder vs. AutoProcessor kwargs forwarding; separate loading issues." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "Stale indexer cache crash on second forward pass and Swin2SR over-padding are unrelated model/runtime vs image-processing bugs." + "reason": "GlmMoeDsa second-forward stale cache bug vs. Swin2SR over-padding; unrelated image/model preprocessing issues." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "FlashAttention 2 support request for GPT2LMHeadModel and a vague flash-attention issue are too underspecified and not the same concrete bug." + "reason": "Feature request for GPT2 FlashAttention2 support vs. a separate flash-attention issue; not the same bug or change." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Wrong tokenizer decoder type and DeepSeek-R1-Distill-Llama-8B accuracy regression are both v5 regressions, but they involve different models and failure modes." + "reason": "Tokenizer decoder-type regression vs. DeepSeek accuracy regression after upgrade; different symptoms and likely causes." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Stale docs referencing pipeline() and a PyTorch version check bug are unrelated documentation vs runtime-import issues." + "reason": "Docs still referencing pipeline after removals vs. flex_attention version-check bug; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer state corruption in FSDP2/PEFT training vs. missing GenerationMixin cache in chunked prefill; different code paths." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalidity vs. stale warning for num_return_sequences; both generation-related but not the same bug." } ] }, @@ -15020,8 +15123,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -15034,7 +15137,6 @@ "issue:42617", "issue:42673", "issue:42796", - "issue:43064", "issue:43122", "issue:43408", "issue:43450", @@ -15048,6 +15150,7 @@ "issue:44380", "issue:44410", "issue:44466", + "issue:44484", "issue:44779", "issue:44829", "issue:44877", @@ -15062,7 +15165,6 @@ "issue:45405", "issue:45446", "issue:45561", - "issue:45563", "issue:45588", "issue:46002", "issue:46077", @@ -15072,22 +15174,21 @@ "issue:46328", "issue:46512", "issue:46614", + "issue:46617", "issue:46655" ], "soft_pairs": [ - "issue:43064|issue:43673", - "issue:43937|issue:45563", "issue:33453|issue:39401", "issue:42673|issue:42796", "issue:44380|issue:46077", "issue:45356|issue:46614", "issue:43673|issue:46328", - "issue:42673|issue:46655", "issue:44291|issue:45071", - "issue:45071|issue:46614", + "issue:42673|issue:46655", "issue:45405|issue:45446", - "issue:44466|issue:46002", + "issue:45071|issue:46614", "issue:44117|issue:45588", + "issue:44466|issue:46002", "issue:44410|issue:45310", "issue:39401|issue:44779", "issue:43937|issue:44977", @@ -15097,223 +15198,225 @@ "issue:44829|issue:45216", "issue:43450|issue:43986", "issue:44117|issue:45081", - "issue:38617|issue:41628", "issue:42617|issue:45341", + "issue:38617|issue:41628", "issue:43122|issue:46298", "issue:45362|issue:46328", "issue:43408|issue:43742", - "issue:42371|issue:44261", "issue:42222|issue:46178", - "issue:44877|issue:46231" + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:42371|issue:46617" ], - "prepared_review_unit_hash": "8dfa9f4c947dd0ff97e5471775fa53d4981daa0d7f641a4df88f216fd1ad2eef", + "prepared_review_unit_hash": "654629e2590aee4f33b1cb5708910ff1cf561d5b5348202d2921afdff3951246", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36721, - "estimated_input_tokens": 9181, - "estimated_eval_tokens": 18618 + "serialized_chars": 36654, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of tokenizer regressions, model-loading failures, attention/backend bugs, and test-utils issues; the soft links mostly reflect broad topical similarity rather than true duplicates.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43122 is the broadest umbrella for the tokenizer-regression subset: it explicitly compares v4.57.3 vs v5 behavior and can cover several related tokenizer reports better than the more model-specific issues.", + "summary": "The set is mostly a loose collection of unrelated Transformers issues. A few pairs share broad subsystem keywords (especially tokenizer regressions), but the titles point to different concrete bugs and code paths, so none of the soft edges should be merged.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report: it describes a version-to-version tokenization change affecting the same tokenizer behavior class, which makes it the best representative among the tokenizer-related issues here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the most concrete standalone bug report here: it names a specific model, a version regression, and a user-visible incorrect tokenization result, making it the strongest actionable issue.", + "best_issue_reason": "issue:43122 is the most canonical issue in this set because it is general, regression-focused, and closest to the shared tokenizer theme that appears repeatedly across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "Different failures: optimizer state placement in FSDP/PEFT vs generation cache missing." - }, - { - "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "Unrelated generation bugs: invalid GenerationConfig vs a stale warning for num_return_sequences." - }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer-related, but one is loading regression and the other is offset_mapping correctness for Qwen3." + "reason": "Both are tokenizer-related, but one is a loading regression and the other is a Qwen3 offset_mapping bug; different symptoms and likely different fixes." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in multi-threaded dataloading is unrelated to tokenizer BPE marker handling." + "reason": "VRAM leakage in multithreaded generation and a tokenizer BPE-marker bug are unrelated code paths." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both involve attention behavior, but they are different models/backends and different bugs." + "reason": "Both involve attention behavior, but one is GPT-2 scaling under SDPA/FlashAttention and the other is Gemma4 bidirectional masking; not the same bug." }, { "left": "issue:45356", "right": "issue:46614", "accept": false, - "reason": "Tokenizer codec/fix_mistral_regex regression is unrelated to stale phonemizer backend state." + "reason": "Both mention tokenizer behavior, but Kimi-K2.5 codec handling/fix_mistral_regex is distinct from Wav2Vec2 phonemizer backend state." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache missing and SequenceFeatureExtractor.pad inefficiency are unrelated components." - }, - { - "left": "issue:42673", - "right": "issue:46655", - "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to video processor padding calculation." + "reason": "Generation cache handling during chunked prefill and an efficiency issue in SequenceFeatureExtractor.pad are unrelated." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both are v5-loading/type issues, but one is an unexpected init arg and the other is PretrainedConfig type checking." + "reason": "Both are v5-era breakages, but one is init_empty_weights/_is_hf_initialized and the other is PretrainedConfig type checking; different failure modes." }, { - "left": "issue:45071", - "right": "issue:46614", + "left": "issue:42673", + "right": "issue:46655", "accept": false, - "reason": "PretrainedConfig type-checking regression is unrelated to phonemizer backend persistence." + "reason": "VRAM leakage in dataloader threads and SmolVLM video padding are separate bugs." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version bump problem is unrelated to a PyTorch version gate in flex_attention." + "reason": "A dependency version bump issue and a PyTorch version check bug are not the same underlying change." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Serialization of tied weights is unrelated to NaNs in classification heads." + "reason": "One is a type-checking regression in PretrainedConfig, the other is stale config.dtype after from_config; related only at a high level." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES fallback bug is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Tokenizer mapping fallback and flash_attention sinkless-model crash are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of lm_head.weight depending on device and NaNs in classification heads are different problems." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different Qwen3-related issues: missing projections in one model versus a from_pretrained error in another." + "reason": "Both concern Qwen3.5/Qwen3-next loading, but one is missing projections in layer 0 while the other is a from_pretrained error." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different symptoms." + "reason": "Both are tokenizer regressions, but one is offset_mapping on Qwen3 and the other is Deepseek tokenization correctness; too model- and bug-specific to treat as duplicate." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validation and flash-attention generation failure are different code paths." + "reason": "GenerationConfig validation and flash-attention generation failure are unrelated." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "PretrainedConfig type checking and stale config.dtype after from_config are separate bugs." + "reason": "Type-checking regression and dtype staleness are separate configuration issues." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Generic testing_utils bug and xdist race on captured_info.txt are not clearly the same defect." + "reason": "A small testing_utils bug and an xdist race in captured_info.txt are different test-infra failures." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Testing utils and SequenceFeatureExtractor.pad inefficiency are unrelated." + "reason": "Testing utils bug versus preprocessing performance issue; no common code-path bug." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention training degeneration is unrelated to Qwen3.5 checkpoint serialization." + "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Video processor shape bug and AutoProcessor crash without torchvision are different problems." + "reason": "Incorrect batched video processor shape and a crash loading video models without torchvision are separate video-stack issues." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Mapping-name None handling and Mistral regex patch crashing are unrelated tokenizer-loading failures." + "reason": "Tokenizer mapping fallback and Mistral regex patch crashes are different tokenizer-loading bugs." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Both are import errors, but they concern different missing exports and different APIs." + "reason": "Running 3d_parallel.py and a testing_utils bug do not describe the same failure." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to a testing_utils bug." + "reason": "Both are import errors, but for different symbols and different modules." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer regression is unrelated to a noisy logging message." + "reason": "Tokenizer regression versus noisy logging message; no shared bug." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Qwen3.5 chat crash is unrelated to SequenceFeatureExtractor.pad performance." + "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor.pad performance issue are unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "SAM3 model-type warning is unrelated to a MobileLLM loading key error." + "reason": "Model-type warning on sam3 and a key error loading MobileLLM are different loading issues." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "TF32 API guidance is unrelated to MLA rms_norm_eps precision behavior." + "reason": "Vitpose model breakage and a BACKENDS_MAPPING tensorflow_text error are unrelated." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "vitpose breakage and tensorflow_text backend mapping are unrelated." + "reason": "TF32 API guidance and MLA rms_norm_eps precision bug are different topics." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to a documentation parameter-name mismatch." + "reason": "Strict config loading for granite_speech and a documentation parameter mismatch are not duplicates." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A save_pretrained shard-size question and a Qwen3.5 MoE loading error are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings guidance and trust_remote_code cache FileNotFoundError are unrelated." } ] }, @@ -15332,8 +15435,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -15343,7 +15446,6 @@ "issue:41628", "issue:42175", "issue:42222", - "issue:42371", "issue:43012", "issue:43066", "issue:43097", @@ -15351,6 +15453,7 @@ "issue:43352", "issue:43441", "issue:43452", + "issue:43531", "issue:43577", "issue:43673", "issue:43874", @@ -15374,20 +15477,18 @@ "issue:45003", "issue:45071", "issue:45278", - "issue:45310", "issue:45341", "issue:45464", "issue:45478", "issue:45542", "issue:45656", + "issue:45753", "issue:46172", "issue:46209", "issue:46231", - "issue:46617" + "issue:46369" ], "soft_pairs": [ - "issue:44484|issue:45310", - "issue:42371|issue:46617", "issue:43937|issue:44496", "issue:39401|issue:46209", "issue:44410|issue:45478", @@ -15400,10 +15501,10 @@ "issue:43673|issue:45341", "issue:42222|issue:45542", "issue:41628|issue:45071", - "issue:43874|issue:44261", "issue:45071|issue:45542", - "issue:43931|issue:44410", "issue:42175|issue:42222", + "issue:43931|issue:44410", + "issue:43874|issue:44261", "issue:44483|issue:45464", "issue:44484|issue:45478", "issue:44360|issue:46172", @@ -15415,230 +15516,232 @@ "issue:43097|issue:43452", "issue:45003|issue:45341", "issue:43986|issue:45341", - "issue:43874|issue:44263", "issue:44933|issue:46231", - "issue:44261|issue:44485" + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:43874|issue:44263", + "issue:43531|issue:45341" ], - "prepared_review_unit_hash": "8d1a542a68d7018b1c4bbc65484b490e501b17848a470e9eaf4d27b37c11bd39", + "prepared_review_unit_hash": "2edefcbeb0545434158cd7dab63a5819fd0d95a88dc81242651430caa6776184", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36184, - "estimated_input_tokens": 9046, - "estimated_eval_tokens": 18348 + "serialized_chars": 36146, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose similarity cluster, not a true duplicate set: it mixes unrelated model bugs, tokenizer regressions, backend/install issues, and API failures. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.79, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a collection of unrelated Transformers regressions and model-specific bugs. No soft edge looks like the same underlying bug/change, so all candidate duplicates should stay separate. If one issue must act as the umbrella, the broadest is the upgrade/import-regression report.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it captures the general post-upgrade import-regression theme that overlaps with several other entries, even though many cluster members are actually unrelated model-specific problems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s recurring upgrade/import-breakage theme, even though the cluster itself is heterogeneous.", + "best_issue_reason": "issue:45278 is the most representative single issue for the cluster because it is broad and regression-oriented, but it is still only a partial fit for many of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44484", - "right": "issue:45310", - "accept": false, - "reason": "Different problems: save_pretrained shard sizing vs Qwen3.5 MoE loading failure." - }, - { - "left": "issue:42371", - "right": "issue:46617", - "accept": false, - "reason": "TF32 settings warning and trust_remote_code cache FileNotFoundError are unrelated." - }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GLM generation config validation vs Olmo model type/config loading error." + "reason": "Different bugs: one is a GenerationConfig validation problem for GLM-5, the other is an unrecognized model/config issue for OLMo-Hybrid." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping bug and FP8 inference on B200 are different code paths." + "reason": "Tokenizer offset-mapping corruption and FP8/B200 inference failure are unrelated code paths." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen-family models, but the reported failures are distinct loading/projection bugs." + "reason": "Both involve Qwen-family models, but one is missing projections in a layer and the other is a from_pretrained error for Qwen3.5 MoE; not the same bug." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A missing/nonexistent import and broad upgrade import errors are not the same concrete bug." + "reason": "The titles both mention imports, but one is a specific missing image_utils export while the other is a broad upgrade-related import-error report." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Configuration import error and fbank feature extraction issue are unrelated." + "reason": "ImportError for layer_type_validation and a speech-feature extraction issue are different subsystems and failure modes." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Optimizer args ignored vs double optimizer.step under deepspeed are different defects." + "reason": "Optimizer argument handling and double optimizer-step with deepspeed are distinct training bugs." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "DSA indexer split-return issue and GLM-5 RoPE implementation bug are different." + "reason": "torch.split return-value handling in the DSA indexer is not the same concrete problem as the GLM-5 RoPE implementation issue." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer-related v5 regressions, but not the same underlying failure." + "reason": "Both are tokenizer regressions, but one concerns decoder type and the other changed tokenization output; not clearly one underlying bug." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings API and unexpected position-id keys are unrelated regressions." + "reason": "API removal in 5.0 and unexpected position-id keys are unrelated regression types." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache/chunked_prefill issue and a testing_utils bug are unrelated." + "reason": "Generation cache handling during chunked prefill and a testing_utils bug do not share the same code path." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Vitpose model breakage and TF/tensorboard backend packaging error do not share a code path." + "reason": "Vitpose model breakage and missing TensorFlow backend when only tensorboard is installed are unrelated issues." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are different issues." + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are different API regressions." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Missing image patch helper and missing rms_norm_eps in MLA are unrelated model bugs." + "reason": "Type-checking regression in PreTrainedConfig is unrelated to backend package-install behavior." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Config type checking and TF backend dependency handling are different regressions." + "reason": "Missing TensorFlow in a torch-only install and broken vitpose models do not point to the same bug." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next projection omission are distinct model-loading issues." + "reason": "Weight-shape mismatch on Qwen3-VL is a loading/config issue, while the other is a missing-layer projection bug." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "TensorFlow backend packaging and vitpose breakage are not the same bug." + "reason": "Missing get_number_of_image_patches and missing rms_norm_eps in MLA q_a_layernorm are different model/component defects." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both concern chat/completions, but one is API acceptance and the other is streaming inference failure." + "reason": "Both mention chat/completions, but one is a request acceptance failure and the other is a streaming inference bug on a specific model." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard sizing and Qwen3.5 MoE from_pretrained error are unrelated." + "reason": "max_shard_size behavior and a Qwen3.5 MoE from_pretrained error are unrelated." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Missing ReLU in the DSA indexer and deepseek-v4 comb.transpose bug are different implementation errors." + "reason": "A missing ReLU in DSA indexing is not the same as the deepseek-v4 transpose/dtype issue." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "torch.split return handling and deepseek-v4 tensor transpose are unrelated." + "reason": "These are different model internals and different tensor-operation bugs." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "bfloat16 precision warning and BLIP2 dtype propagation bug are different symptoms and code paths." + "reason": "A PyTorch warning about bfloat16 precision and dtype remaining float32 on Blip2 loading are related only at a very high level, not the same concrete bug." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and NemotronHForCausalLM Flash Attention 2 support are model-specific, separate requests." + "reason": "Both are Flash Attention 2 related, but they concern different models and likely different support gaps." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Qwen3-VL shape mismatch and Qwen3-VL-Moe loading bug are not the same failure." + "reason": "Both are Qwen-related multimodal reports, but one is a weight-shape mismatch and the other is a distinct Qwen3-VL-Moe bug." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention load failure in Ministral-3 and flash_attention_3 training degeneration are different concrete problems." + "reason": "FlashAttention failure on Ministral-3 and degenerate training with flash_attention_3 are different issues and code paths." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Tie-embeddings API removal and gguf_file/from_pretrained behavior are unrelated." + "reason": "API removal in v5 and gguf_file handling failures are unrelated." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "sys.modules access bug and testing_utils bug are unrelated." + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug do not share the same underlying defect." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor/video-model torchvision dependency crash and testing_utils bug are unrelated." - }, - { - "left": "issue:43874", - "right": "issue:44263", - "accept": false, - "reason": "These are separate GLM-family bugs affecting different helpers." + "reason": "AutoProcessor without torchvision causing a crash is unrelated to the testing_utils issue." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "Nonexistent image_utils import and a doc mismatch in set_training() are not duplicates." + "reason": "Missing import from image_utils and a documentation parameter-name mismatch are not the same bug." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Missing rms_norm_eps precision issue and GLM-5 RoPE implementation issue are distinct." + "reason": "MLA rms_norm_eps handling and GLM-5 RoPE implementation are different model-level problems." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite-loop image-specific Qwen3_5 bug and a sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch counting helper and torch.split return semantics are separate defects." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are not the same underlying issue." } ] }, @@ -15657,8 +15760,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -15666,11 +15769,11 @@ "issue:42757", "issue:42890", "issue:42907", + "issue:43012", "issue:43064", "issue:43097", "issue:43208", "issue:43502", - "issue:43531", "issue:43550", "issue:43673", "issue:43825", @@ -15682,6 +15785,7 @@ "issue:44117", "issue:44315", "issue:44351", + "issue:44368", "issue:44380", "issue:44410", "issue:44484", @@ -15691,7 +15795,6 @@ "issue:44938", "issue:44987", "issue:45103", - "issue:45341", "issue:45372", "issue:45375", "issue:45440", @@ -15704,7 +15807,6 @@ "issue:46178", "issue:46298", "issue:46365", - "issue:46369", "issue:46421", "issue:46655", "issue:46664", @@ -15712,17 +15814,15 @@ "issue:46710" ], "soft_pairs": [ - "issue:45753|issue:46369", "issue:44117|issue:44987", - "issue:43531|issue:45341", "issue:43673|issue:46123", "issue:45440|issue:46172", "issue:43097|issue:45588", "issue:38617|issue:42757", "issue:43986|issue:45372", "issue:44410|issue:45375", - "issue:43064|issue:44315", "issue:43097|issue:46050", + "issue:43064|issue:44315", "issue:44038|issue:44410", "issue:46655|issue:46664", "issue:43986|issue:44484", @@ -15742,222 +15842,231 @@ "issue:42907|issue:44655", "issue:42907|issue:45753", "issue:43208|issue:43550", - "issue:45712|issue:46298" + "issue:45712|issue:46298", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484" ], - "prepared_review_unit_hash": "c8b44b7b6b692f29c06cb852952be38d76c784a8378dda4266b3590a90c64b74", + "prepared_review_unit_hash": "b51d935004e19a44a5024303e0d97c3b3f41cc2a5c0044ab23aeabc135d06332", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36763, - "estimated_input_tokens": 9191, - "estimated_eval_tokens": 18638 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers bug reports with topical overlap only; none of the soft pairs look like true duplicates or mergeable single-change PRs.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43097 is the best umbrella representative: it is a concrete, high-signal v5 regression in a core code path and broader than the more model-specific or incidental reports.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the strongest standalone issue to keep: clear impact, core compatibility regression, and enough context to guide a fix without being overly narrow.", - "best_pr_reason": null, + "summary": "These are mostly unrelated issue reports spanning imports, training, processors, quantization, and model-specific regressions. None of the soft-edge pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "issue 43097 is the broadest, highest-impact regression here (a v5 API breakage with inbound references), so it is the best single representative.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "issue 43097 is the most representative issue: broad user impact, cross-cutting v5 regression, and clearer cluster relevance than the narrowly scoped reports.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ - { - "left": "issue:45753", - "right": "issue:46369", - "accept": false, - "reason": "Different bugs: one is a Qwen3_5 image-loop issue, the other is a Trainer import failure tied to datasets." - }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both involve loading/tokenizer paths, but the failures are distinct: mapping lookup returning None vs a model load break in v5.1.0." - }, - { - "left": "issue:43531", - "right": "issue:45341", - "accept": false, - "reason": "Unrelated: a Qwen3-MoE sliding_window bug versus a testing_utils bug." + "reason": "Both involve loading failures, but one is a tokenizer mapping assumption and the other is a specific model load failure; not the same bug." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Both touch generation/pipeline behavior, but one is chunked_prefill cache handling and the other is final-batch flag logic in MaskGenerationPipeline." + "reason": "Different code paths: generation cache handling vs a mask pipeline batch-finalization bug." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek-related code paths and symptoms; not the same underlying change or bug." + "reason": "Different model families and failures; one is a DeepseekV3MoE implementation divergence, the other is a DeepSeek-V4 dtype/transpose issue." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Core issues differ: a removed config attribute in v5 versus a flash-attention crash on sink-less models." + "reason": "One is about a removed config field in v5, the other is a flash-attention crash on sink-less models; unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are ImportErrors, but for different symbols from different modules; no shared root cause shown." + "reason": "Both are import errors, but they are for different missing symbols from different modules and do not indicate the same underlying breakage." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Different dependency/loading failures: missing torchvision for video models versus missing ReasoningEffort from mistral_common." + "reason": "Different dependency failures: missing torchvision for AutoProcessor vs a mistral_common import error affecting Gemma 4 loading." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen-family config/model issues, but they concern different models and different missing fields/projections." + "reason": "Both are Qwen-related, but one is missing attention projections while the other is a missing vision-config field." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Trainer/FSDP optimizer-state corruption is unrelated to Liger Kernel application in model_init." + "reason": "These are distinct save/load issues; one concerns removed tie_embeddings_and_encoder_decoder behavior, the other quantized save/load breakage." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "A v5 config/API removal issue is not the same as quantized save/load breakage." + "reason": "Different training regressions: optimizer state placement under FSDP2/PEFT vs Liger kernel not applied with model_init." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Related family name, but the concrete failures are different Qwen variants and different missing components." + "reason": "Same broad ecosystem, but different concrete bugs: a Qwen3-VL-Moe failure versus missing qkv/gate projections in qwen3next." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor bugs, but one is padding math and the other is num_frames semantics." + "reason": "Both touch SmolVLM video processing, but one is padding math and the other is num_frames semantics; not the same defect." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Different areas: missing torchvision during processor loading versus save_pretrained shard-size behavior." + "reason": "A loading crash due to missing torchvision is unrelated to the default max_shard_size discussion." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import-name errors, but they involve different exported symbols and likely different fixes." + "reason": "Different missing imports: layer_type_validation vs HybridCache; similar shape, but not the same underlying issue." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "A test seeding problem is unrelated to a noisy logging message." + "reason": "One is a test flake from missing set_seed calls, the other is a noisy logging message." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Different DeepSeek issues: a specific tensor operation bug versus an accuracy regression after upgrade." + "reason": "Both mention DeepSeek models, but one is a specific tensor operation bug and the other is an accuracy regression after upgrade." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "One is about an API/config removal; the other is an offloading/quantization malfunction." + "reason": "One is a v5 config/API removal issue; the other is a quantization offloading behavior problem." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer constructor argument handling is unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "Tokenizer-related, but one is an AddedToken constructor argument clash and the other is a mapping-name None assumption." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping fallback and an image-text-to-text pipeline failure are separate code paths." + "reason": "Different subsystems: tokenizer mapping fallback vs an image-text-to-text pipeline failure." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate failing after train is not the same as failing to import Trainer because datasets is installed." + "reason": "An evaluate-after-train failure is unrelated to an import-time Trainer failure caused by datasets." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Local-files-only network leakage and a missing embed_tokens.weight during UMT5 loading are different defects." + "reason": "One is an offline/local-files-only networking bug; the other is a missing embed_tokens weight during UMT5 loading." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and an auto_docstring annotation crash are unrelated." + "reason": "One is a kwargs propagation bug in AutoProcessor, the other is an auto-docstring crash with future annotations." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization and recompilation." + "reason": "Different code paths: GPT2 attention scaling under SDPA/FlashAttention vs cache lazy-init recompilation with chunked prefill." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure is not the same as an unsupported tensorflow_text backend mapping." + "reason": "A Python 3.14 import/load problem is unrelated to a backend-mapping error for tensorflow_text." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Different failure modes and layers: video dependency loading versus tokenizer mapping resolution." + "reason": "Loading without torchvision is not the same bug as TOKENIZER_MAPPING_NAMES sometimes returning None." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline task-support messaging and saving Pipeline objects are separate problems." + "reason": "An incorrect pipeline error message and inability to save Pipeline objects are different issues." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Dequantized model save failure is different from inability to save Pipeline objects." + "reason": "Dequantized model save failures are unrelated to Pipeline.save_pretrained behavior." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Quantized save/load behavior and a Qwen3_5 image infinite loop are unrelated." + "reason": "A save/load quantization issue is not the same as an infinite-loop bug in Qwen3_5 on a specific image." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure do not share a concrete code path." + "reason": "Different model-specific failures: xLSTM small-model training bugs vs Bamba SDPA torch.compile failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy-class cleanup/check_repo issues are unrelated to a noisy logging message." + "reason": "Left is repository hygiene / dummy-object leakage, right is a noisy log message; unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compilation warning is not the same as a Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they are about different conditions and different configuration knobs." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing model weights during load is unrelated to the max_shard_size default question." } ] }, @@ -15976,11 +16085,12 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ + "issue:36010", "issue:36683", "issue:38617", "issue:42175", @@ -15994,9 +16104,9 @@ "issue:43208", "issue:43299", "issue:43352", + "issue:43475", "issue:43502", "issue:43526", - "issue:43550", "issue:43582", "issue:43618", "issue:43756", @@ -16004,35 +16114,32 @@ "issue:43824", "issue:43867", "issue:43906", + "issue:43937", "issue:43976", - "issue:43992", "issue:44038", "issue:44077", "issue:44162", "issue:44222", "issue:44230", - "issue:44368", "issue:44380", "issue:44483", - "issue:44484", "issue:44485", "issue:44514", "issue:44625", "issue:44655", "issue:44683", + "issue:45276", "issue:45478", "issue:45479", "issue:45584", "issue:45600", + "issue:46077", "issue:46132", "issue:46172", "issue:46298", "issue:46365" ], "soft_pairs": [ - "issue:43012|issue:43550", - "issue:43012|issue:44368", - "issue:43992|issue:44484", "issue:43066|issue:43906", "issue:43352|issue:43976", "issue:43097|issue:46298", @@ -16046,239 +16153,246 @@ "issue:44380|issue:45479", "issue:42175|issue:46365", "issue:42490|issue:43012", - "issue:43064|issue:44380", "issue:42757|issue:43824", + "issue:43064|issue:44380", "issue:43012|issue:44683", "issue:43208|issue:43526", "issue:45600|issue:46298", "issue:44483|issue:44514", - "issue:43618|issue:44380", "issue:43618|issue:43761", "issue:44038|issue:44230", + "issue:43618|issue:44380", "issue:38617|issue:43502", "issue:43756|issue:44485", - "issue:43299|issue:43867", "issue:42994|issue:44655", - "issue:44625|issue:46365" + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:36683|issue:43475", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43352|issue:43937" ], - "prepared_review_unit_hash": "f0fe2aca0d8d784aeb5a96374e4bd4699a278d508d6c7179cf3a636666459c5f", + "prepared_review_unit_hash": "90bdb5122eac6b239f6fb0988b77edfe77a5a7ea223b09ca9039e141298c8fe9", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35774, - "estimated_input_tokens": 8944, - "estimated_eval_tokens": 18144 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36602, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed bag of unrelated Transformers issues; the only strong duplicate-like pair is the CLIP v5 output regression pair. No PRs are present.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43761 is the cleanest representative of the CLIP v5 regression cluster: it states the concrete forward-pass symptom, includes the explicit regression tag, and is broader than the single attentions-only symptom in issue:43618.", + "summary": "The cluster is a grab bag of Transformers bug reports and regressions spanning imports, v5 behavior changes, model-family-specific breakages, saving/loading, and backend-specific issues. None of the soft pairs are close enough to treat as the same underlying bug or change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43097 is the most canonical representative because it describes a concrete v5 regression with broader reach and already has inbound references, making it a plausible anchor for nearby breakage reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43761 is the best overall anchor among the cluster candidates because it has the clearest concrete reproduction of the shared CLIP output regression and is the most mergeable as a single bug report.", + "best_issue_reason": "issue:43097 is the best single issue to represent this cluster since it is concrete, user-facing, and broad enough to stand in for the v5 regression theme without overfitting to one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43012", - "right": "issue:43550", - "accept": false, - "reason": "Different failures: a bfloat16 precision warning vs a torch.compile/SDPA model error." - }, - { - "left": "issue:43012", - "right": "issue:44368", - "accept": false, - "reason": "Unrelated symptoms: precision warning vs a tie_word_embeddings warning during LoRA fine-tuning." - }, - { - "left": "issue:43992", - "right": "issue:44484", - "accept": false, - "reason": "Both involve saving, but one is a missing weight during load/encode and the other is max shard size behavior in save_pretrained()." - }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Both are loading/import related, but they point to different symbols and different underlying code paths." + "reason": "Both mention v5-related tokenizer/decoder behavior, but one is a specific decoder-type issue and the other is only an isolated reproduction reference; not the same bug." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Different problems: Flash Attention support for a model vs a Python version compatibility break." + "reason": "These are unrelated failures: Flash Attention support for a model class versus a Python-version compatibility problem." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "API removal/regression vs a generic noisy logging message; not the same bug." + "reason": "One is a concrete API removal regression; the other is a noisy logging complaint. Different problems." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different attention-related issues: model support gap vs GPT2 attention scaling being ignored." + "reason": "Different model/backend issues: unsupported Flash Attention for Nemotron versus GPT-2 attention scaling being ignored." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "Different model families and failure modes; no shared code-path is evident." + "reason": "These concern different model families and different failure modes; no evidence they share a code path." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Config handling in attention backends vs AttentionInterface.register changing callback behavior." + "reason": "Attention scaling being ignored is not the same as register() changing behavior of registered functions." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "PatchTSMixer post_init validation is unrelated to Trainer import conflicts with datasets." + "reason": "PatchTSMixer post_init validation and Trainer import conflicts with datasets are unrelated." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper generation after align_special_tokens is unrelated to Trainer import resolution." + "reason": "Whisper empty-transcription generation failure is unrelated to Trainer import resolution." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both mention MoE/save/load, but one is FP8 save_pretrained and the other is a from_pretrained load regression." + "reason": "Both involve MoE/FP8 Qwen-related reports, but one is save_pretrained on FP8 and the other is from_pretrained loading; not clearly the same defect." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma config attribute error and Apple Silicon allocator TypeError are unrelated." + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention backend config bug vs degenerate zero-loss classification behavior." + "reason": "GPT-2 attention scaling with backend kernels is unrelated to a degenerate zero-loss classification issue." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Package-install backend selection issue vs importing Trainer being blocked by datasets." + "reason": "Backend packaging for torch install and Trainer import failure have different causes and symptoms." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local-path trailing slash warning vs bfloat16/float32 precision warning." + "reason": "Local-path import warning and bfloat16 compilation warning are different warning/behavior issues." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Optimizer state mismatch under FSDP2/PEFT is not the same as attention scaling being ignored." + "reason": "These are both import errors, but for different symbols from different packages and likely different breakages." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Both are ImportErrors, but for different missing symbols and different dependency surfaces." + "reason": "FSDP2 optimizer-state corruption and GPT-2 attention-scaling backend behavior do not share the same code path." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A runtime precision warning is not the same as a torch >= 2.9 compiled flex_attention failure." + "reason": "A precision warning during compilation and a torch>=2.9 flex_attention failure are not the same bug." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are separate model/component issues." }, { "left": "issue:45600", "right": "issue:46298", "accept": false, - "reason": "auto_mappings CI breakage is unrelated to a generic logging complaint." + "reason": "CI breakage from removed Sam3LiteText configs is unrelated to a noisy logging message." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat completions API rejection and batched processor padding crash are different request paths." - }, - { - "left": "issue:43618", - "right": "issue:44380", - "accept": false, - "reason": "Both involve model internals, but CLIP output fields and GPT2 attention scaling are distinct bugs." + "reason": "A chat-completions endpoint rejection and a Qwen2.5-VL batched chat-template crash are different request-handling bugs." }, { "left": "issue:43618", "right": "issue:43761", - "accept": true, - "reason": "Same underlying CLIP v5 regression: optional outputs are no longer propagated in forward results, affecting both attentions and hidden_states." + "accept": false, + "reason": "Both are CLIP regressions, but one is attentions missing and the other is hidden_states missing; not enough to assume one duplicate bug." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "A Qwen3-VL-Moe regression and an fp8 inference support request are not the same issue." + "reason": "Qwen3-VL-Moe v5 loading bug and FP8 inference support request are related to the same model family but not the same issue." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output-field assignment and GPT-2 attention scaling are unrelated implementation problems." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Different import/dependency failures: a missing internal symbol vs unexpected API requests under local_files_only." + "reason": "Missing import from configuration_utils and local_files_only still making API requests are different failure modes." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "RoPE layer-dropping in Smollm3 and GLM-5 RoPE implementation discussion are not the same concrete bug." + "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE implementation discussion are not the same concrete defect." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Qwen3VL-Moe loading regression and a generic sorted-state_dict load error are not clearly the same failure." + "reason": "Quantized model saving failure and pipeline save_pretrained failure are both save-related, but they are not the same underlying bug." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Saving quantized models and saving Pipeline objects fail in different save_pretrained paths." + "reason": "Qwen3VL MoE loading breakage and sorted state_dict load errors are different load-path problems." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Trainer import failures are unrelated." + "reason": "num_labels propagation in Qwen3.5 and Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM 3 Video missing fpn_position_embeddings are unrelated attribute errors." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is token-embedding resize propagation and the other is attention-mask construction; different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "These are distinct import errors for different symbols from different modules." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Unsupported Flash Attention for Nemotron and invalid GenerationConfig for GLM-5 are unrelated model-specific regressions." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the packet supports issue:43761 as the best canonical CLIP regression anchor, and the single accepted soft pair (issue:43618 vs issue:43761) is a conservative duplicate-like call. The remaining soft-edge rejections are appropriately cautious and do not overclaim shared bugs. No PR pairs are present." - }, - "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 }, @@ -16289,37 +16403,34 @@ "review_unit_index": 53, "review_unit_count": 57, "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-10000-479", "nodes": [ "issue:28282", "issue:33453", - "issue:36010", "issue:36296", "issue:36683", "issue:41669", - "issue:42757", "issue:42890", "issue:43010", "issue:43064", - "issue:43352", - "issue:43475", "issue:43525", "issue:43575", "issue:43611", "issue:43618", "issue:43867", "issue:43901", - "issue:43937", "issue:43976", "issue:43992", "issue:44075", "issue:44077", + "issue:44112", "issue:44246", "issue:44355", + "issue:44360", "issue:44483", "issue:44492", "issue:44625", @@ -16327,15 +16438,17 @@ "issue:44855", "issue:44857", "issue:44938", + "issue:44964", "issue:45071", "issue:45216", - "issue:45276", "issue:45278", "issue:45310", "issue:45357", "issue:45375", + "issue:45440", "issue:45478", "issue:45561", + "issue:45600", "issue:45850", "issue:46077", "issue:46082", @@ -16345,10 +16458,6 @@ "issue:46369" ], "soft_pairs": [ - "issue:45276|issue:46077", - "issue:36683|issue:43475", - "issue:36010|issue:42757", - "issue:43352|issue:43937", "issue:44483|issue:46369", "issue:43611|issue:44655", "issue:43901|issue:44655", @@ -16379,228 +16488,250 @@ "issue:43992|issue:45478", "issue:28282|issue:33453", "issue:43618|issue:46285", - "issue:43618|issue:44857" + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600" ], - "prepared_review_unit_hash": "71dfd700f43ef09f444a2b97ca67b85df7c73f204f8db7ecd15ca2aeb42c7c45", + "prepared_review_unit_hash": "6ff670d96af446ce09fe51740bff003b14772e9dbe1a7f5b819184337d211506", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 35, - "serialized_chars": 37786, - "estimated_input_tokens": 9447, - "estimated_eval_tokens": 19150 + "serialized_chars": 37197, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes unrelated import/load/save/config regressions across different models and subsystems. None of the soft pairs look like the same underlying bug or change, so no duplicate merges are justified.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering import regressions after upgrading; if one issue must represent this mixed cluster, it is the closest fit, though the cluster is not a clean duplicate group.", + "summary": "This cluster is not a single duplicate set; it mixes unrelated import, config, saving/loading, training, CI, and model-specific bugs. None of the soft pairs look like the same concrete underlying issue, so they should stay split.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single representative because it is the most general import-regression report and overlaps with several other import-time complaints more than the model-specific issues do.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45276", - "right": "issue:46077", - "accept": false, - "reason": "Same model family, but different bugs: token embedding/output embedding resize vs causal attention mask construction." - }, - { - "left": "issue:36683", - "right": "issue:43475", - "accept": false, - "reason": "Different models and different missing attributes; not the same failure path." - }, - { - "left": "issue:36010", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages and likely different fixes." - }, - { - "left": "issue:43352", - "right": "issue:43937", - "accept": false, - "reason": "Flash Attention support rejection and invalid GenerationConfig are distinct validation/code-path issues." - }, { "left": "issue:44483", "right": "issue:46369", "accept": false, - "reason": "One is a chat/completions API rejection; the other is an import conflict around Trainer and datasets." + "reason": "Different symptoms and domains: chat/completions request rejection vs Trainer import dependency confusion." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Loading models with base_model_prefix and saving Pipeline objects are separate code paths." + "reason": "Both involve loading/saving, but one is a base_model_prefix regression and the other is pipeline serialization." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mentioning return_all_scores do not describe the same bug as Pipeline save_pretrained failure." + "reason": "Docs mismatch for text classification is unrelated to pipeline save_pretrained failure." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Missing Gemma3 config attribute and ignored SGD optimizer args are unrelated." + "reason": "Different config attribute bugs: Gemma3 vocab_size vs patchtsmixer post_init policy." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Sorted state_dict load failure and incorrect save_pretrained output are different regressions." + "reason": "Both are model loading regressions, but one is state_dict ordering and the other is Qwen3.5 checkpoint saving." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are version/platform compatibility reports, but the actual breakage and environment constraints differ." + "reason": "A Python version compatibility bug is not the same as a generic transformers-on-Python-3.14 load failure." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Config propagation for num_labels is unrelated to attention mask generation." + "reason": "Different model families and bugs: Qwen3.5 num_labels propagation vs Gemma4 attention mask construction." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Bidirectional attention mask logic and head_dim validation are separate issues." + "reason": "Both are Gemma/Llama config issues, but one is attention masking and the other is head_dim validation." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions being unset is unrelated to Qwen3.5 checkpoint saving." + "reason": "CLIP attentions field regression is unrelated to Qwen3.5 save_pretrained corruption." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different config attributes missing on different model families; not a shared root cause." + "reason": "Different missing-config-attribute failures in different models: vocab_size vs pad_token_id." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Both are config-related, but one is a missing Gemma3 attribute and the other is num_labels propagation." + "reason": "Both are config propagation issues, but they affect different fields and model stacks." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Missing embed_tokens.weight and Qwen3.5 from_pretrained errors are not clearly the same bug." + "reason": "UMT5 missing embed_tokens.weight is unrelated to Qwen3.5 MoE from_pretrained errors." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad behavior and broad import failures after upgrade are unrelated." + "reason": "One is cache/layer update decoration; the other is broad import breakage after a version upgrade." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Distributed optimizer-state corruption and a typo in cache strategies do not share the same code path." + "reason": "Optimizer/FSDP state mismatch is unrelated to a cache strategy typo." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Ignored SGD args and Trainer import failure are different subsystems and fixes." + "reason": "SGD arguments ignored is an optimizer bug, not an import-time Trainer dependency issue." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python import errors and a torch.jit parser/IndentationError are not the same underlying defect." + "reason": "Compiled Python file errors are distinct from a Python 3.13 torch.jit.script indentation/parsing issue." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python version incompatibility and PretrainedConfig type-checking regression are distinct issues." + "reason": "Both are version-related breakages, but one is Python 3.14 loading and the other is PretrainedConfig type checking." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Load failure from state_dict ordering and silent dropping of a config field are different problems." + "reason": "State-dict sorting/load error is not the same as missing Qwen3.5 vision config field serialization." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "State_dict load errors and Gemma pipeline roundtrip failure are not the same bug." + "reason": "Different failure modes: sorted state_dict load error vs Gemma pipeline roundtrip tokenization issue." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3 config attribute loss and FSDP2/PEFT optimizer-state corruption are unrelated." + "reason": "Unrelated bugs: missing config attribute versus distributed optimizer state corruption." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Test flakiness from missing set_seed and xdist race on captured_info.txt have different causes." + "reason": "Both are test/CI related, but one is missing set_seed and the other is xdist file-write racing." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Import-* slowdown and intermittent import slowness are performance complaints, but not the same concrete regression." + "reason": "Import-time slowdown from star imports is different from intermittent slow import regressions." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Cache update decoration and a broad 'breaks too many models' complaint are too different and too vague to merge." + "reason": "Specific no_grad decoration bug is not the same as a broad complaint about Transformers 5 breaking models." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and tp-related OOM are different failure modes." + "reason": "Tensor-parallel training bug is unrelated to Qwen2-57B-A14B-Instruct loading OOM." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Sorted state_dict loading and incorrect visual encoder keys on save are separate checkpoint bugs." + "reason": "Both concern loading/saving, but the specific checkpoint corruption causes differ." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad decoration and Python version incompatibility are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions regression is not the same as patchtsmixer post_init restriction." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen/UMT5 loading issues with different missing keys and code paths." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing ImportError is unrelated to tokenizer loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both concern CLIP model structure, but one is attentions assignment and the other is .text_model structure inconsistency." + "reason": "CLIP attentions missing field is unrelated to CLIP text model structure divergence." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIPOutput attentions and an AMP/CUDA loss crash are unrelated." + "reason": "Different models and failures: CLIP output field regression vs LwDetr float16 AMP crash." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test flake is unrelated to Phi-4 multimodal model loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test issues: missing set_seed versus stale device override on GraniteSpeech." + }, + { + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "PyTorch missing import and tokenizer loading regression are different failure classes." + "reason": "Test flake from set_seed omission is unrelated to auto_mappings referencing removed configs." } ] }, @@ -16619,8 +16750,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -16634,20 +16765,20 @@ "issue:38617", "issue:42548", "issue:42757", - "issue:42890", "issue:42898", "issue:43010", "issue:43065", "issue:43232", "issue:43299", "issue:43502", + "issue:43526", "issue:43576", "issue:43723", "issue:43824", "issue:43827", "issue:43874", + "issue:43901", "issue:44062", - "issue:44112", "issue:44222", "issue:44315", "issue:44351", @@ -16659,30 +16790,26 @@ "issue:44655", "issue:44734", "issue:44749", + "issue:44908", "issue:44961", - "issue:44964", "issue:45071", "issue:45125", "issue:45375", - "issue:45440", "issue:45468", "issue:45478", - "issue:45600", "issue:46132", + "issue:46143", + "issue:46144", "issue:46617", "issue:46664", "issue:46726" ], "soft_pairs": [ - "issue:44360|issue:45440", - "issue:42890|issue:44964", - "issue:42890|issue:44112", - "issue:42890|issue:45600", "issue:42898|issue:46664", "issue:43502|issue:44062", "issue:44734|issue:46617", - "issue:43723|issue:44556", "issue:44222|issue:45125", + "issue:43723|issue:44556", "issue:44387|issue:44556", "issue:43874|issue:46617", "issue:43824|issue:46617", @@ -16714,282 +16841,286 @@ "issue:44961|issue:45468", "issue:44351|issue:46617", "issue:44485|issue:44961", - "issue:38617|issue:43576" + "issue:38617|issue:43576", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:36296|issue:43526" ], - "prepared_review_unit_hash": "6ca9abc0b6ebab76143d67070eed7600aa8976a194f602bfdf53feb1683085f0", + "prepared_review_unit_hash": "2baccc09c663e7fbb7863986dcd22dc0b091ba02b75abc02e7ae252c81ffcddb", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39507, - "estimated_input_tokens": 9877, - "estimated_eval_tokens": 20010 + "serialized_chars": 39473, + "estimated_input_tokens": 9869, + "estimated_eval_tokens": 19994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most items are unrelated model-loading, import, CI, docs, or performance bugs. None of the soft pairs look like safe duplicates under a strict reading.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43576 is the broadest, most representative v5 regression in the set and a reasonable cluster anchor; it is user-facing and version-wide rather than tied to one model or test case.", + "summary": "Loose cluster of mostly unrelated Transformers v5-era regressions (loading/import/docs/model-specific bugs). None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates. 44556 is the best anchor because it is a concrete, broad loading regression and the most representative of the cluster\u2019s recurring theme.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44556 is the broadest concrete regression here: a versioned model-loading failure after upgrading to v5.2/v5.3, which makes it the best single anchor for the loading-regression subset.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 best fits as the cluster representative because it captures the generic v5 breakage theme seen across several nearby issues without being overly model-specific.", + "best_issue_reason": "Best overall issue to keep because it is specific, user-impacting, and more representative than the many narrower import/docs/model-variant reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44360", - "right": "issue:45440", - "accept": false, - "reason": "Different bugs: a DSA indexer/ReLU discussion versus a DeepSeekV3 implementation divergence." - }, - { - "left": "issue:42890", - "right": "issue:44964", - "accept": false, - "reason": "Unrelated symptoms and subsystems: SamHQ test seeding failures versus Phi-4 multimodal model loading." - }, - { - "left": "issue:42890", - "right": "issue:44112", - "accept": false, - "reason": "Both are test/CI issues, but they target different models and failure causes." - }, - { - "left": "issue:42890", - "right": "issue:45600", - "accept": false, - "reason": "SamHQ integration flakiness is unrelated to removed Sam3LiteText configs in auto_mappings." - }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "One is a tokenizer cleanup behavior change; the other is a video processor num_frames semantic issue." + "reason": "Different bugs: tokenization cleanup behavior vs video processor frame-count semantics." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Different code paths: local_files_only network access versus AddedToken keyword duplication." + "reason": "Unrelated failures: offline/local file behavior vs AddedToken argument handling." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "Different loading/runtime failures: KV-cache continuation indexing in serve versus cache loading FileNotFoundError." + "reason": "Different code paths: KV-cache continuation crash in serve vs cached trust_remote_code file lookup." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Both involve loading, but one is AutoTokenizer loading in v5 and the other is checkpoint reload compatibility after upgrade." + "reason": "Both touch MoE/tensor parallelism area, but one is FP8 save_pretrained and the other is missing _tp_plan; not the same bug." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "FP8 save_pretrained behavior and missing _tp_plan for tensor parallelism are separate issues." + "reason": "Both are loading regressions, but one is AutoTokenizer loading and the other is checkpoint reload after upgrade; too broad to treat as one bug." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Different regressions: int4 memory growth/OOM versus checkpoint reload breakage after version upgrade." + "reason": "Quantization/OOM memory regression is a different issue from checkpoint reload failure." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing get_number_of_image_patches is unrelated to trust_remote_code cache loading." + "reason": "Image-processor token accounting bug vs trust_remote_code cache FileNotFoundError." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "ImportError for a specific Qwen VL class is not the same bug as cache FileNotFoundError." + "reason": "Importing a missing model class is unrelated to cache loading from trust_remote_code." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "No shared underlying change: no_grad decoration for cache updates versus a dummy Conv2d in Sam3PixelDecoder." + "reason": "Different subsystems: generation cache updates vs Sam3PixelDecoder placeholder convolution." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only network requests and GLM-5 RoPE implementation are unrelated." + "reason": "Local-files-only API calls and GLM RoPE implementation are unrelated." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "A broken CLI env command is not the same as AttentionInterface.register changing function behavior." + "reason": "A broken CLI command and AttentionInterface behavior change are distinct issues." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Closely themed, but the titles point to different problems: missing _tp_plan versus a broader from_pretrained error." + "reason": "Related model family, but one is missing tensor-parallel plan and the other is a from_pretrained error; not clearly the same bug." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failure and tokenizer loading regression are different issues." + "reason": "MLflow reporting on failure vs tokenizer loading regression are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and a Chinese-language performance regression report are unrelated." + "reason": "Compiled-file execution errors are not the same as slow filtering after upgrade." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." + "reason": "Different missing imports: PreTrainedModel vs HybridCache." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing _tp_plan for tensor parallelism is unrelated to a missing vision-config field." + "reason": "Tensor-parallel plan missing vs config field dropped by @strict are separate Qwen3.5 issues." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video num_frames semantics and missing vision-backend handling are distinct processor issues." + "reason": "Video processor num_frames semantics vs AutoProcessor backend-missing error are different bugs." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache no_grad decoration and generation kwargs updates after sync_gpus are different code paths." + "reason": "Both concern generation/cache machinery, but the symptoms and code paths differ." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence-transformers loading hang and model.forward documentation confusion are not the same bug." + "reason": "Loading hang in Sentence Transformers vs docs confusion around forward arguments." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "local_files_only networking and an unrelated racoon placeholder issue are not duplicates." + "reason": "No relation between local_files_only API requests and the unrelated 'racoon' issue." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "No overlap beyond being in the same library; one is a download flag bug, the other is FP8 save_pretrained." + "reason": "API request leak and FP8 MoE save_pretrained are unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing pipeline() after removals is unrelated to the racoon issue." + "reason": "Docs still referencing pipeline() and 'racoon' are clearly unrelated." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow status reporting and tensor parallel training are different problems." + "reason": "MLflow reporting vs tensor-parallel training bug are different issues." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are version-related loading regressions, but they affect different model families and failure modes." + "reason": "Both are model-loading regressions, but they affect different model families and likely different failure points." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file errors do not match a PretrainedConfig type-checking regression." + "reason": "Compiled-file errors are unrelated to PretrainedConfig type-checking breakage." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but they concern different models and likely different root causes." + "reason": "Tokenizer loading regression vs Llama 3.2 vision model loading breakage are separate bugs." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file failures and Pipeline save_pretrained problems are unrelated." + "reason": "Compiled Python file errors are unrelated to saving Pipeline objects." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to tokenizer-loading regression." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer loading regression." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Hugging Face Hub offline-mode import failure and the transformers env command are different issues." + "reason": "Missing hub import and broken transformers env command are different problems." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command breakage and PretrainedConfig type checking are unrelated." + "reason": "CLI env command breakage is unrelated to PretrainedConfig type checking." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application via model_init and a DSA indexer/ReLU discussion are different code paths." + "reason": "Liger Kernel application bug and DSA indexer ReLU discussion are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation wording and a missing internal import are not the same bug." + "reason": "Docs confusion about forward arguments vs import error for layer_type_validation are different issues." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and Qwen2_5_VL import failure do not share an underlying fix." + "reason": "Broken env CLI and missing Qwen2.5-VL import are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The placeholder racoon issue is unrelated to Gemma-4 audio positional encoding." + "reason": "The 'racoon' issue is not the same as the Gemma-4 audio positional encoding bug." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "HybridCache import failure and trust_remote_code cache loading failure are different problems." + "reason": "HybridCache import error is unrelated to trust_remote_code cache file lookup." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and the racoon placeholder issue are unrelated." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the 'racoon' issue." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Missing layer_type_validation import and the broken env command are different regressions." + "reason": "Missing layer_type_validation import and broken env command are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and the 'racoon' issue are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; not clearly the same concrete bug." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug and BeitImageProcessorFast label reduction bug are unrelated." } ] }, @@ -17008,12 +17139,11 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ - "issue:36296", "issue:41628", "issue:41669", "issue:42371", @@ -17023,18 +17153,19 @@ "issue:43408", "issue:43475", "issue:43525", - "issue:43526", "issue:43572", "issue:43576", "issue:43673", - "issue:43901", "issue:43976", "issue:44038", "issue:44222", "issue:44230", "issue:44246", "issue:44273", + "issue:44295", + "issue:44297", "issue:44315", + "issue:44351", "issue:44360", "issue:44393", "issue:44485", @@ -17043,31 +17174,27 @@ "issue:44623", "issue:44704", "issue:44908", - "issue:44961", "issue:45003", "issue:45071", "issue:45092", "issue:45125", "issue:45230", "issue:45278", + "issue:45341", "issue:45362", + "issue:45478", "issue:45542", "issue:45753", "issue:45850", "issue:46095", - "issue:46143", - "issue:46144", "issue:46209", "issue:46218", + "issue:46328", "issue:46617", "issue:46664" ], "soft_pairs": [ - "issue:44908|issue:44961", - "issue:36296|issue:43901", - "issue:46143|issue:46144", "issue:43475|issue:46617", - "issue:36296|issue:43526", "issue:44222|issue:44230", "issue:41628|issue:42548", "issue:44315|issue:46209", @@ -17090,249 +17217,290 @@ "issue:44492|issue:45850", "issue:42371|issue:44492", "issue:41669|issue:46218", - "issue:43408|issue:44315", "issue:44230|issue:46095", + "issue:43408|issue:44315", "issue:42890|issue:44908", "issue:44246|issue:44273", "issue:43352|issue:44393", "issue:43576|issue:44908", "issue:43976|issue:44393", "issue:44704|issue:44908", - "issue:44908|issue:45071" + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218" ], - "prepared_review_unit_hash": "5a6dc41540fb8a230e42a119abd36942ce4218229f5319de6febb1e1a8c4e48a", + "prepared_review_unit_hash": "d9ed9cfe4f353b4130a9130eaee7079a9c63cc589e509c00af0d3b0aa97d13e6", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 37671, - "estimated_input_tokens": 9418, - "estimated_eval_tokens": 19092 + "soft_pair_count": 40, + "serialized_chars": 38926, + "estimated_input_tokens": 9732, + "estimated_eval_tokens": 19720 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of Transformers v5 import/lazy-loading regressions and unrelated model-specific bugs; none of the soft pairs look like clear duplicates.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella complaint in the set about v5 breakage, so it best anchors this mixed cluster despite being vague.", + "summary": "This cluster is mostly a noisy mix of unrelated model-specific bugs and broad v5 regressions. The only strong duplicate-like edge is the lazy-loading/import machinery pair around `sys.modules` access.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44273 is the broadest, most central issue here: it describes the lazy-loading/import-path failure that can also explain the more specific `sys.modules` access symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the most central representative of the repeated 'v5 breaks things' theme and is the most suitable single issue to stand in for the cluster.", + "best_issue_reason": "issue:44273 best represents the cluster because it is the clearest umbrella for the import/lazy-loading regression theme, rather than a single model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44908", - "right": "issue:44961", - "accept": false, - "reason": "Completely unrelated: scheduler kwargs bug vs a placeholder issue with no matching code path." - }, - { - "left": "issue:36296", - "right": "issue:43901", - "accept": false, - "reason": "Tensor-parallel training bug and a pipeline docs mismatch are unrelated." - }, - { - "left": "issue:46143", - "right": "issue:46144", - "accept": false, - "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; different bugs." - }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM3 vision encoder attribute error vs trust-remote-code cache FileNotFoundError; no shared failure path." - }, - { - "left": "issue:36296", - "right": "issue:43526", - "accept": false, - "reason": "Tensor parallel training and BEiT image-processor label reduction are separate subsystems." + "reason": "Different failures: SAM HQ video attribute error vs trust_remote_code cache FileNotFoundError." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention fp8/moe, but one is save_pretrained serialization and the other is inference support." + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; not the same concrete bug." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export issues; too broad to merge." + "reason": "Both are import errors, but for different public symbols; too little evidence of one shared root cause." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Model_init/liger-kernel application and B200 fp8 inference failure are unrelated problems." + "reason": "Unrelated: Liger kernel application in model_init vs FP8 inference failing on B200." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "RoPE implementation discussion vs video num_frames semantics; different model components." + "reason": "Different model paths and symptoms: RoPE implementation discussion vs video processor frame semantics." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A specific Qwen3.5 chat crash is not the same concrete bug as a broad 'v5 breaks too many models' complaint." + "reason": "Specific chat crash vs broad v5 breakage complaint; not the same bug." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Cache-missing during chunked prefill and a typo in cache strategies are different issues." + "reason": "Missing GenerationMixin cache is not the same as a typo in cache strategies." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading regression and TensorFlow backend detection/installation behavior are related only at a high level." + "reason": "Lazy loading regression and tf-backend detection are separate issues." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to the SmolVLM video processor bug." + "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM video frame handling." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "One is a concrete missing-files bug in processor.save_pretrained; the other is an empty generic report." + "reason": "Processor save_pretrained missing files is unrelated to a generic bug report title." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Same model family, but generic Qwen3-VL-Moe issues and a missing tensor-parallel plan are different code paths." + "reason": "General Qwen3-VL-Moe bug vs missing tensor-parallel plan; different concrete problems." }, { "left": "issue:44273", "right": "issue:45003", - "accept": false, - "reason": "Both touch loading mechanics, but lazy loading and unsafe sys.modules access are distinct bugs." + "accept": true, + "reason": "Likely same import/lazy-loading failure: the generic lazy-loading issue and the specific unsafe `sys.modules` access point to the same code-path class." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box output issues are unrelated to PretrainedConfig type-checking regressions." + "reason": "Qwen3-VL output bug and `PretrainedConfig` type-checking regression are unrelated." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Same model family, but bbox hallucinations and an infinite loop on a specific image are not the same bug." + "reason": "Same model family, but hallucinated bbox output vs infinite loop on one image are different symptoms and likely different bugs." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance regression vs generation cache missing during chunked prefill; different failure modes." + "reason": "Import-star performance issue and missing generation cache are different code paths." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "v5 env-command breakage and old-checkpoint reload incompatibility are separate regressions." + "reason": "Broken `transformers env` command is unrelated to checkpoint reload compatibility." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the same as a broad v5 complaint." + "reason": "Specific `Llama4Config` missing field vs generic v5 breakage complaint." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm config field regression is not the same as a broad v5 complaint." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regressions, but one is specifically import errors after upgrade and the other is a generic complaint; too vague to merge." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo is unrelated to a broad \u201cv5 breaks too many models\u201d report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API migration guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star performance cleanup is not the same as a missing `Qwen3_5ForCausalLM` module import." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and weight conversion script availability are different concerns." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning vs Liger kernel/model_init issue; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing seeds is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy-loading breakage are related only broadly, not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", "accept": false, - "reason": "Both are upgrade/reload compatibility issues, but they target different checkpoint types and initialization paths." + "reason": "Flash Attention 2 support warning and Qwen3-VL bbox errors are different problems." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:43576", + "right": "issue:44908", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is a specific missing field, not the same issue as the broad v5 breakage report." + "reason": "Broken env command and scheduler kwargs regression are unrelated." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Import errors after upgrade are related in theme, but this is not the same concrete bug as the generic v5 breakage complaint." + "reason": "Python-version incompatibility and Qwen3-VL bbox output bug are different issues." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "A cache-strategy typo is not the same as a general 'v5 breaks models' report." + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated despite both mentioning kwargs." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "TF32 API guidance and cache-strategy typo are unrelated." + "reason": "Position_ids buffer access error is not the same as a generic bug report." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Import-star slowdown and a specific module import failure do not look like the same root cause." + "reason": "Tokenizer config mismatch is unrelated to a generic bug report." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "SAM3 model-type warning and Liger Kernel model_init behavior are unrelated." + "reason": "Import-star cleanup and missing `HybridCache` import are different symptoms." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "FP8 inference support for Qwen models and a DeepSeek weight conversion script are different requests." + "reason": "Cache-strategy typo and SequenceFeatureExtractor padding performance are unrelated." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:41669", + "right": "issue:45341", "accept": false, - "reason": "Test flakiness from missing set_seed and an inverse_sqrt scheduler kwargs bug are unrelated." + "reason": "Import-star cleanup and a testing_utils bug are not the same underlying issue." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:43976", + "right": "issue:45850", "accept": false, - "reason": "Import slowness and lazy-loading failure may be adjacent, but the evidence is too weak to call them duplicates." + "reason": "Specific Python support bug vs generic v5 breakage complaint." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:44393", + "right": "issue:45478", "accept": false, - "reason": "Nemotron Flash Attention support and Qwen3-VL bounding-box errors are unrelated." + "reason": "Different Qwen3.5/MoE failure modes; no clear shared code-path bug." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:43976", + "right": "issue:46218", "accept": false, - "reason": "Broken env command and inverse_sqrt scheduler kwargs are different features with no shared code path." + "reason": "Python-version incompatibility and module import failure are separate problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft edge (44273 vs 45003) is plausibly the same lazy-loading/sys.modules code-path, and the other verdicts mostly avoid over-connecting only superficially similar issues." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17344,8 +17512,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -17354,6 +17522,7 @@ "issue:31795", "issue:33453", "issue:34689", + "issue:38617", "issue:41669", "issue:42371", "issue:42913", @@ -17362,51 +17531,41 @@ "issue:43352", "issue:43502", "issue:43519", + "issue:43525", + "issue:43572", "issue:43576", "issue:43606", + "issue:43618", "issue:43704", "issue:43827", - "issue:43976", "issue:44077", "issue:44261", "issue:44263", "issue:44273", - "issue:44295", - "issue:44297", "issue:44315", "issue:44351", "issue:44360", - "issue:44393", "issue:44485", "issue:44492", "issue:44655", "issue:44829", "issue:44861", "issue:44908", + "issue:44938", "issue:44998", "issue:45230", "issue:45250", + "issue:45290", "issue:45310", - "issue:45341", "issue:45468", - "issue:45478", "issue:45850", "issue:46018", "issue:46095", "issue:46172", "issue:46218", - "issue:46328", "issue:46655" ], "soft_pairs": [ - "issue:44295|issue:45230", - "issue:44297|issue:45230", - "issue:41669|issue:44351", - "issue:44492|issue:46328", - "issue:41669|issue:45341", - "issue:43976|issue:45850", - "issue:44393|issue:45478", - "issue:43976|issue:46218", "issue:44077|issue:44861", "issue:43827|issue:44908", "issue:31795|issue:33453", @@ -17439,282 +17598,290 @@ "issue:42913|issue:43066", "issue:28348|issue:45250", "issue:44908|issue:44998", - "issue:44492|issue:44998" + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:28348|issue:43352" ], - "prepared_review_unit_hash": "e7f15fb5f187def6f11fec4b59f96b7f7725ef12c589ed42475fb1e2bee0caaf", + "prepared_review_unit_hash": "9ae91eb0b076b20a6da27cd99dcb62086919f8f043afd26977274c911f2bf820", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 41, - "serialized_chars": 39145, - "estimated_input_tokens": 9787, - "estimated_eval_tokens": 19830 + "serialized_chars": 38583, + "estimated_input_tokens": 9646, + "estimated_eval_tokens": 19548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated Transformers bug reports. None of the soft pairs appear to describe the same concrete bug/change, so I would reject all candidate duplicate edges. The strongest standalone issue is the specific Qwen3.5 MoE `from_pretrained` regression.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 45310 is the clearest concrete regression report in the set: a specific `from_pretrained` failure for Qwen3.5 MoE on Transformers >=5.4.0, with a narrowly defined code path and likely reproducible behavior.", + "summary": "This cluster is noisy and mostly groups unrelated Transformers regressions by loose similarity around v5/model-loading issues. The best single representative is the broad v5 breakage complaint, but none of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 45850 is the most umbrella-like: it summarizes the broad v5 regression theme better than the many narrow, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the most triage-ready issue here because it is specific, actionable, and version-scoped; the other candidates are either too generic, documentation-only, or too loosely related.", + "best_issue_reason": "Issue 45850 is the best cluster representative because it is broad, central, and closest to the overall \u2018many things broke in v5\u2019 theme.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44295", - "right": "issue:45230", - "accept": false, - "reason": "`44295` is a specific `position_ids` buffer bug; `45230` is a placeholder-level generic report, with no evidence they share the same root cause." - }, - { - "left": "issue:44297", - "right": "issue:45230", - "accept": false, - "reason": "Tokenizer save metadata mismatch is a different failure mode from the generic `45230` report." - }, - { - "left": "issue:41669", - "right": "issue:44351", - "accept": false, - "reason": "One is about removing `import *` for startup/perf; the other is an import error for `HybridCache`. Related area, but not the same bug." - }, - { - "left": "issue:44492", - "right": "issue:46328", - "accept": false, - "reason": "A cache-strategy typo and a `SequenceFeatureExtractor.pad` performance issue are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:45341", - "accept": false, - "reason": "Model import cleanup versus a testing utility bug; no shared underlying defect." - }, - { - "left": "issue:43976", - "right": "issue:45850", - "accept": false, - "reason": "Both mention broad v5 breakage, but they are different reports with no concrete shared code path." - }, - { - "left": "issue:44393", - "right": "issue:45478", - "accept": false, - "reason": "Different models and different failures: Qwen3-VL bounding-box output versus Qwen3.5 MoE loading." - }, - { - "left": "issue:43976", - "right": "issue:46218", - "accept": false, - "reason": "Python version compatibility and a missing Qwen3_5 module are different problems." - }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "`post_init` validation and `_get_tied_weight_keys` crashing on a list are separate code paths." + "reason": "Different bugs: post_init allowance vs tied-weight key crash." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing `pipeline()` and `inverse_sqrt` scheduler kwargs being ignored are unrelated." + "reason": "Docs reference vs scheduler kwargs; unrelated functionality." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion around forward args versus a tokenizer loading regression are not the same bug." + "reason": "Forward-doc confusion vs tokenizer-loading regression." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "A broken `transformers env` command and lazy loading not working are different issues." + "reason": "Broken env CLI vs lazy-loading bug; different paths." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "`model_init` not applying Liger Kernel and degenerate training with flash-attn-3 are different failures." + "reason": "Liger/model_init application vs flash-attention training degeneration." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "A DSA indexer math discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "DSA indexer math issue vs Gemma audio positional encoding bug." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both are processor bugs, but one is Qwen3-VL timestamp calculation and the other is SmolVLM video padding; not the same root cause." + "reason": "Timestamp calculation vs video padding calculation; different models and code paths." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading versus scheduler kwargs are unrelated." + "reason": "Lazy loading vs lr scheduler kwargs; no shared bug." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving pipeline objects and tied-weight-key handling are different subsystems and failures." + "reason": "Pipeline serialization vs tied-weight-key crash." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "CLI env command breakage is not the same as a missing `Qwen3_5ForCausalLM` import." + "reason": "CLI env command vs missing Qwen3_5 import; unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "`45230` is too generic to establish the same underlying bug as the specific Qwen3.5 MoE `from_pretrained` regression." + "reason": "Generic bug report vs specific Qwen3.5 from_pretrained failure." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different models and different implementation areas: timestamp handling versus RoPE implementation." + "reason": "Qwen3VL timestamp bug vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs are unrelated." + "reason": "Timestamp math vs scheduler kwargs; unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import cleanup/startup cost and VRAM leakage in dataloader threads are not the same bug." + "reason": "Import-star performance issue vs VRAM leak." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Forward-doc confusion and a model-loading regression for Llama 3.2 are distinct issues." + "reason": "Docs confusion vs Llama model-loading regression." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow `from_pretrained` checkpoint loading and confusing forward documentation are unrelated." + "reason": "Slow checkpoint loading vs documentation mismatch." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Shared-expert gating and a dtype/transpose bug in DeepSeek-V4 are different concrete problems." + "reason": "DeepSeek-V4 gating vs weight-conversion/matrix-transpose bug." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage and GLM-5 RoPE implementation are unrelated." + "reason": "VRAM leak vs RoPE implementation; different subsystems." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model families and different components; no shared bug." + "reason": "GLM-5 RoPE vs Gemma audio positional encoding; not the same bug." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "`local_files_only=True` network leakage and Qwen3-VL timestamp calculation are unrelated." + "reason": "local_files_only API leakage vs tokenizer timestamp bug." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 configuration behavior and VRAM leakage are different topics." + "reason": "TF32 settings warning vs VRAM leak." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad complaint that v5 breaks many models is not the same as a specific missing module import." + "reason": "Broad v5 breakage complaint vs specific import failure; too different." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp math and dataloader-thread VRAM leakage are unrelated." + "reason": "Timestamp bug vs VRAM leak; only loosely multimodal." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device-mismatch in CI and Gemma-4 audio positional encoding are different bugs." + "reason": "CPU offload device mismatch vs audio positional encoding bug." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "`torch.split()` return-value handling in a DSA indexer is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return handling vs Gemma audio encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Layer-norm epsilon precision discussion and Gemma-4 audio positional encoding are not the same issue." + "reason": "Layernorm epsilon precision issue vs Gemma audio encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio-model support and DeepSeek-V4 weight conversion are different requests." + "reason": "Audio continuous batching gap vs DeepSeek-V4 weight conversion question." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Missing `HybridCache` import and missing `Qwen3_5ForCausalLM` import are different symbols with no shared bug evidence." + "reason": "HybridCache import failure vs Qwen3_5 import failure; different symbols." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support for NemotronH is unrelated to a missing Qwen3_5 module import." + "reason": "Nemotron Flash Attention support gap vs Qwen3_5 import failure." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer changes in v5, but the reports are not specific enough to establish the same underlying bug." + "reason": "Tokenizer behavior change vs wrong decoder type; same area, different bugs." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "A GPT2-specific Flash Attention 2.0 support request is not the same as a generic Flash Attention 2.0 issue." + "reason": "GPT2 flash-attn 2 support vs generic Flash Attention 2.0 issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated placeholder title are not duplicates." + "reason": "Scheduler kwargs bug vs unrelated low-quality issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and an unrelated placeholder title are not duplicates." + "reason": "Cache-strategy typo vs unrelated issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIP attentions regression vs unrelated issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Unrelated placeholder issue vs broad v5 regression complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure vs unrelated issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash vs chat-template assistant tool-call crash." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading vs missing layer_type_validation import." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id vs tied-weight-key crash." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx vs tied-weight-key crash." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Different models and different flash-attention support gaps." } ] }, @@ -17733,49 +17900,30 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ - "issue:28348", "issue:30333", "issue:31515", "issue:33453", "issue:36296", "issue:37934", - "issue:38617", "issue:42936", "issue:43240", "issue:43298", - "issue:43352", - "issue:43525", - "issue:43572", - "issue:43618", "issue:43668", "issue:43717", "issue:43813", "issue:44031", "issue:44230", "issue:44623", - "issue:44861", - "issue:44938", - "issue:44998", - "issue:45290", "issue:45310", - "issue:45850", "issue:46018", "issue:46144" ], "soft_pairs": [ - "issue:43618|issue:44998", - "issue:44998|issue:45850", - "issue:44938|issue:44998", - "issue:44861|issue:45290", - "issue:31515|issue:38617", - "issue:43525|issue:44861", - "issue:43572|issue:44861", - "issue:28348|issue:43352", "issue:44230|issue:44623", "issue:30333|issue:31515", "issue:31515|issue:36296", @@ -17795,190 +17943,142 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "7f3d1a44c3df2bd9e96cc6bb3717d2a7adbf339299cb6b984c5ebeb1b9182764", + "prepared_review_unit_hash": "21d2a99627e3bcd3b2493e067f695000ad494b87b626d0d060d765751f8f8443", "component_budget": { "node_count": 479, "item_count": 479, "soft_pair_count": 1763, - "serialized_chars": 913995, - "estimated_input_tokens": 228499, - "estimated_eval_tokens": 457254 + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 }, "budget": { - "node_count": 28, - "item_count": 28, - "soft_pair_count": 26, - "serialized_chars": 23352, - "estimated_input_tokens": 5838, - "estimated_eval_tokens": 11932 + "node_count": 17, + "item_count": 17, + "soft_pair_count": 18, + "serialized_chars": 14814, + "estimated_input_tokens": 3704, + "estimated_eval_tokens": 7664 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated issues: model-specific feature requests, loading/version regressions, tokenizer warnings, and a few training/runtime bugs. None of the soft pairs look like the same underlying bug, so there is no real duplicate hub here.", - "confidence": 0.88, - "canonical_issue_reason": "No true canonical issue emerges because the set is heterogeneous. If forced to nominate a representative, issue 45850 is the broadest umbrella complaint, but it is too vague and not a credible duplicate anchor.", + "summary": "This cluster is a grab bag of unrelated issue reports across tokenizers, model configs, attention, FP8, and training plumbing. None of the soft pairs look like the same underlying bug, so all are rejected.", + "confidence": 0.18, + "canonical_issue_reason": "43240 is the broadest and most centrally framed bug report here, with multiple inbound references, but the cluster is too heterogeneous to represent a real duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the most general/high-level problem statement in the set, but it still does not match the rest closely enough to serve as a strong canonical duplicate target.", + "best_issue_reason": "43240 is the most generally phrased issue and the best available representative of the mixed cluster, though it does not subsume the unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43618", - "right": "issue:44998", - "accept": false, - "reason": "Different bugs: CLIP attentions regression vs an unrelated issue titled \"Unemployment\"." - }, - { - "left": "issue:44998", - "right": "issue:45850", - "accept": false, - "reason": "Unrelated issues; one is nonsensical/irrelevant, the other is a broad model-breakage complaint." - }, - { - "left": "issue:44938", - "right": "issue:44998", - "accept": false, - "reason": "Python 3.14 import/load failure is not the same problem as the unrelated \"Unemployment\" issue." - }, - { - "left": "issue:44861", - "right": "issue:45290", - "accept": false, - "reason": "Different code paths: tied-weight key handling vs chat template tokenization with tool calls." - }, - { - "left": "issue:31515", - "right": "issue:38617", - "accept": false, - "reason": "Slow from_pretrained checkpoint loading is unrelated to the layer_type_validation ImportError." - }, - { - "left": "issue:43525", - "right": "issue:44861", - "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a different bug from _get_tied_weight_keys crashing." - }, - { - "left": "issue:43572", - "right": "issue:44861", - "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to tied-weight-key handling." - }, - { - "left": "issue:28348", - "right": "issue:43352", - "accept": false, - "reason": "Both mention Flash Attention 2.0, but they are different model-specific support requests and not the same concrete fix." - }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support for Qwen models is unrelated to processor.save_pretrained missing files." + "reason": "FP8 inference support for Qwen vs missing files in processor.save_pretrained are different bugs." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job-status reporting failure is unrelated to slow checkpoint loading." + "reason": "MLFlow failure reporting and slow checkpoint loading are unrelated problems." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained performance regression and tensor-parallel training bug are different problems." + "reason": "Slow from_pretrained checkpoint loading is not the same as a tensor-parallel training bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading slowness is not the same as a tokenizer-loading regression." + "reason": "Checkpoint loading slowness and tokenizer loading regression affect different code paths." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both are Qwen3.5-related, but one is fp8 support work and the other is a from_pretrained error in a different context." + "reason": "Qwen3.5 MoE from_pretrained error is distinct from FP8 model support for inference." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support is unrelated to Qwen fp8 inference support." + "reason": "Continuous batching for audio models is unrelated to Qwen FP8 support." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface usage are separate model implementations." + "reason": "Mamba init_weights behavior and RoFormer attention interface are separate model implementations." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + "reason": "Mask2former ignore_value handling and DeepSeek-V4 gating are unrelated model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A ModernBERT type-hint issue is not the same as the tokenizer regex warning regression." + "reason": "A ModernBERT config type hint issue is not the same as a tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling and kwargs propagation to loss calculation are different training bugs." + "reason": "Ignored loss value handling and missing kwargs passthrough are different training bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "kwargs not reaching the loss function is unrelated to RoFormer attention implementation details." + "reason": "Loss-function kwargs passthrough is unrelated to RoFormer attention implementation." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value logic is unrelated to tokenizer regex warnings." + "reason": "Mask2former ignore_value handling does not match tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former loss/ignore_value behavior is not the same as RoFormer attention interface usage." + "reason": "Mask2former loss/ignore_value behavior is unrelated to RoFormer attention code." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to the quantization-operation typo." + "reason": "A model loss/ignore_value bug is unrelated to a typo in quantization operation naming." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "kwargs-to-loss propagation is a runtime bug, not the ModernBERT norm_eps type-hint issue." + "reason": "Missing loss kwargs and a config type-hint typo are different issues." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT type-hint mismatch and a typo in quantization attribute name are unrelated." + "reason": "Type-hint correctness and a quantization typo are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A Llama4 norm implementation question is not the same as a ModernBERT type-hint bug." + "reason": "Llama4 norm semantics and ModernBERT norm_eps typing are not the same bug." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing are unrelated." + "reason": "Mask2former ignore_value handling has no clear overlap with the ModernBERT type hint issue." } ] }, @@ -17997,8 +18097,8 @@ "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": [ @@ -18011,52 +18111,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "003e4e9864bc2a213041457192b75ef445739dceafb0a721637f2c6df10ff8ba", + "prepared_review_unit_hash": "105c92f90514f8bfc2583d49545ccf77ab11d2efb7764a3c13eed8d78a8f26e4", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "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": "All three items are unrelated feature requests in different areas, so this cluster should not be merged.", + "summary": "These three issues are about unrelated topics: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. They should not be clustered as duplicates.", "confidence": 0.99, - "canonical_issue_reason": "None of the issues are duplicates; if one had to be picked as a representative, 10519 is the clearest, self-contained product feature request, but it is not a true canonical duplicate target for the others.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "10519 is the most concrete and well-scoped issue, with a specific tokenizer behavior request; the other two are separate feature asks in unrelated domains.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", - "right": "issue:11005", + "right": "issue:11307", "accept": false, - "reason": "Truncation-direction behavior for tokenizers is unrelated to ReduceLROnPlateau-like scheduler functionality." + "reason": "Different feature areas and problem statements: tokenizer truncation direction vs. Wav2Vec2 word boundary timestamps." }, { "left": "issue:10519", - "right": "issue:11307", + "right": "issue:11005", "accept": false, - "reason": "Tokenizer truncation behavior and Wav2Vec2 word time offsets are different problems in different subsystems." + "reason": "No shared underlying bug or change; one is about truncation strategy, the other about learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Learning-rate scheduling behavior is unrelated to speech model word-boundary timing offsets." + "reason": "Unrelated requests in different subsystems: scheduler behavior vs. speech model time offsets." } ] }, @@ -18075,8 +18175,8 @@ "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": [ @@ -18088,12 +18188,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "712cf169da8475617e702327fb998d8f38b3e4d28cdd2ff0d3b42a7626be73d5", + "prepared_review_unit_hash": "31ef9f52458bd4fe86436c9fa1dd3e89f9647b77d42156f120e473ee6c0f187e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -18101,7 +18201,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -18110,24 +18210,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like true duplicates: one is about Tapas tokenization parity, and the other two are about model-loading/download failures with different causes and user-facing symptoms.", - "confidence": 0.28, - "canonical_issue_reason": "Issue #16618 is the broadest of the three and sits in the model-loading error area, so it is the best representative if one must be chosen for this noisy cluster.", + "summary": "These three issues are not the same bug. One is about Tapas tokenization parity with TensorFlow, one is about an incorrect auth/error message when downloading a private model, and one is a generic model-loading failure for bert-base-uncased. The only mild overlap is between the two model-loading/download issues, but they still point to different failure modes.", + "confidence": 0.64, + "canonical_issue_reason": "issue #16618 is the broadest model-loading complaint and the closest anchor for the cluster, but it is still not a clean duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the most central issue for the cluster because it concerns a common model-load failure path, whereas #13244 is clearly about tokenization behavior and #15980 is specifically about private-model auth messaging.", + "best_issue_reason": "#16618 is the most user-facing and general of the three, so it is the best representative if one issue must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domains: Tapas tokenization mismatch vs. model loading failure. No indication they share the same underlying bug or fix." + "reason": "Tapas tokenization mismatch with TensorFlow code is a different subsystem and failure mode than loading bert-base-uncased." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention model download/load errors, but the concrete scenarios differ: private-model login/error messaging vs. a failure loading 'bert-base-uncased'. Not enough evidence of the same bug." + "reason": "Both involve model retrieval/loading, but one is specifically a private-model auth/error-message problem while the other is a generic inability to load bert-base-uncased; not the same underlying bug." } ] }, @@ -18146,8 +18246,8 @@ "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": [ @@ -18157,12 +18257,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "13e72cd1d3a00e2c96a8e8039d7ecc460aac681c1caa3156312c6f73f69b4901", + "prepared_review_unit_hash": "ea22d4fd425bf911a2ae8e45d8512fc372de499874c8b4c0bc81dd2e19d468b0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -18170,7 +18270,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -18179,8 +18279,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are both community contribution requests, but they target different features and code paths: Flash Attention 2 support vs GGUF support. They are not duplicates and should stay separate.", - "confidence": 0.98, + "summary": "These are not duplicates: one is about adding Flash Attention 2 support for more architectures, the other about adding GGUF support for more architectures. They overlap only at a broad \u201ccommunity contribution\u201d level, not at the underlying feature/change level.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -18190,7 +18290,7 @@ "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Reject: the issues request different capabilities (Flash Attention 2 vs GGUF) for different architectures and underlying implementations. They share only a generic contribution framing, not the same bug or change." + "reason": "Different feature requests with different code paths and goals (Flash Attention 2 vs GGUF support); too broad a similarity to treat as the same underlying issue." } ] }, @@ -18209,8 +18309,8 @@ "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-27088-8", "nodes": [ @@ -18249,184 +18349,184 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "7d7c835ea1936c504d0b5a71695758e20b2cd20045d8714dd297a088c9206e10", + "prepared_review_unit_hash": "7f67e80f1f936bda032cc63f2d496b587f28d39f5b24e82c8eb3c2da2bd6d6d5", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13529, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13520, + "estimated_input_tokens": 3380, + "estimated_eval_tokens": 7016 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13529, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13520, + "estimated_input_tokens": 3380, + "estimated_eval_tokens": 7016 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is noisy and mixes unrelated translation-request issues by language. The only clear duplicates are the placeholder-title translation issues (43834/44365/44370) and the exact Thai duplicate pair (46222/46226).", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43834 is the earliest of the largest near-identical placeholder-title subcluster, so it is the best representative issue for that duplicate set.", + "summary": "This cluster is not one duplicate set: it mixes several distinct i18n translation-request issues (different languages) plus two exact duplicate subgroups \u2014 the generic placeholder-title issues and the Thai-title issues.", + "confidence": 0.96, + "canonical_issue_reason": "No single global canonical cleanly covers the full cluster because the requests are for different languages. If one issue must anchor the exact duplicate placeholder-template subgroup, issue 43834 is the oldest and most generic of that set.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the cleanest representative of the dominant duplicate-like subcluster; the other language-specific translation requests are separate issues.", + "best_issue_reason": "Issue 43834 is the best representative only for the placeholder-template duplicate subgroup, but it is not suitable as a global representative for all items because the cluster also contains separate language-specific translation requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different languages/topics; only generic i18n wording overlaps." + "reason": "Different target language/request: Turkish vs the generic placeholder translation issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language translation requests, not the same issue." + "reason": "Different target language/request: Turkish vs the generic placeholder translation issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish translation request vs generic placeholder-title issue; not the same underlying issue." + "reason": "Different target language/request: Turkish vs the generic placeholder translation issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language translation requests; similarity is only broad i18n template wording." + "reason": "Different target language/request: Turkish vs Romanian." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish vs Spanish translation requests are distinct issues." + "reason": "Different target languages: Turkish vs Spanish." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request vs generic placeholder-title issue; no clear duplicate evidence." + "reason": "Different target language/request: Spanish vs the generic placeholder translation issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language translation requests, not the same underlying issue." + "reason": "Different target language/request: Spanish vs the generic placeholder translation issue." }, { "left": "issue:28936", - "right": "issue:44370", + "right": "issue:38435", "accept": false, - "reason": "Different language translation requests, not the same underlying issue." + "reason": "Different target languages: Spanish vs Romanian." }, { "left": "issue:28936", - "right": "issue:38435", + "right": "issue:44370", "accept": false, - "reason": "Spanish vs Romanian translation requests are distinct." + "reason": "Different target language/request: Spanish vs the generic placeholder translation issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request vs generic placeholder-title issue; not the same issue." + "reason": "Romanian request vs the generic placeholder translation issue; not the same concrete request." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request vs generic placeholder-title issue; not the same issue." + "reason": "Romanian request vs the generic placeholder translation issue; not the same concrete request." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request vs generic placeholder-title issue; not the same issue." + "reason": "Romanian request vs the generic placeholder translation issue; not the same concrete request." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian translation request vs unrelated Thai-titled issue; no same underlying change." + "reason": "Different translation requests/languages; Romanian vs Thai." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request vs unrelated Thai-titled issue; no same underlying change." + "reason": "Different translation requests/languages; Romanian vs Thai." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same placeholder title and near-identical body pattern; likely duplicate issue." + "reason": "Near-identical placeholder-titled translation request; appears to be the same issue template duplicated." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same placeholder title and near-identical body pattern; likely duplicate issue." + "reason": "Near-identical placeholder-titled translation request; appears to be the same issue template duplicated." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Placeholder-title translation issue vs different Thai-titled issue; not the same underlying request." + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Placeholder-title translation issue vs different Thai-titled issue; not the same underlying request." + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same placeholder title and near-identical body pattern; likely duplicate issue." + "reason": "Near-identical placeholder-titled translation request; same underlying issue template." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder-title issue vs different Thai-titled issue; not the same underlying issue." + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder-title issue vs different Thai-titled issue; not the same underlying issue." + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder-title issue vs different Thai-titled issue; not the same underlying issue." + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder-title issue vs different Thai-titled issue; not the same underlying issue." + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Identical Thai title and likely identical body; clear duplicate pair." + "reason": "Exact duplicate Thai translation request with the same title/content." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The duplicate calls on 43834/44365/44370 are supported by identical placeholder titles plus very high body similarity, and 46222/46226 is a clear exact pair. The language-specific issues are correctly treated as separate rather than collapsed based on broad i18n similarity alone." + "feedback": "The summary is well grounded in the packet: it correctly separates the cluster into distinct language-specific translation requests plus two duplicate subgroups (placeholder-template and Thai). The accepted soft-edge pairs are conservative and supported by the strongest similarity evidence, and the rejections avoid overstating cross-language matches." }, "evaluator_used": true, "retried": false, @@ -18442,8 +18542,8 @@ "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-36817-18", "nodes": [ @@ -18507,268 +18607,268 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "ac1e94686d7e52323433fe8a06199721c81c58eed909a3aa61cda15a24be0e9c", + "prepared_review_unit_hash": "b56a79f38bc304ed0fc8af7b743def2e2c23bd7ec5d1f5d73087b0b531696e0d", "component_budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 39, - "serialized_chars": 23784, - "estimated_input_tokens": 5946, - "estimated_eval_tokens": 12148 + "serialized_chars": 23779, + "estimated_input_tokens": 5945, + "estimated_eval_tokens": 12146 }, "budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 39, - "serialized_chars": 23784, - "estimated_input_tokens": 5946, - "estimated_eval_tokens": 12148 + "serialized_chars": 23779, + "estimated_input_tokens": 5945, + "estimated_eval_tokens": 12146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose collection of model-support request issues, not true duplicates. The soft-similarity links mostly reflect the shared \u201cadd model/support\u201d wording, but each item targets a different model or capability, so all soft edges should be rejected.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43671 is a representative, well-scoped model-support request and sits near the center of the similarity graph, but it is still a specific Qwen3-TTS request rather than a duplicate of the others.", + "summary": "These items are broadly similar model-request issues, but they are not duplicates: each asks for a different model or feature addition, so none should be merged together.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical duplicate: the issues span distinct model requests and features (e.g. EuroBert, RF-DETR, Qwen3 TTS/ASR, LFM2.5 Audio, Granite SWA+sink), not the same underlying change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43671 is the best canonical issue only as a representative of the recurring feature-request pattern; it is clear and specific, but still not interchangeable with the other tickets.", + "best_issue_reason": "issue:45322 is the cleanest representative of the theme: it is a focused, self-contained model request with a complete description and the issue is already closed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support vs DEIMv2 support; different models and different requests." + "reason": "EuroBert config vs DEIMv2 are different model additions, not the same change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support vs Qwen3-TTS support; unrelated model families and tasks." + "reason": "EuroBert config and Qwen3-TTS support are unrelated model requests." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config vs RF-DETR; same broad theme but clearly different model additions." + "reason": "EuroBert config vs RF-DETR model target different architectures." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct model-add requests, not the same change." + "reason": "RF-DETR and DEIMv2 are separate model requests." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR detection model vs LFM2.5 Audio support; different domains and code paths." + "reason": "RF-DETR and LFM2.5 Audio are different model families and tasks." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR model add vs weight-sparse transformer request; unrelated concrete changes." + "reason": "RF-DETR vs OpenAI weight-sparse transformer are unrelated requests." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR; different models and feature requests." + "reason": "RF-DETR model and Qwen3-ASR support are different artifacts." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vs Qwen3-TTS; distinct model-support tickets." + "reason": "RF-DETR and Qwen3-TTS support are unrelated model additions." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT vs Qwen3-ASR; different model families and functionality." + "reason": "NeoBERT and Qwen3-ASR are different model support requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT addition vs sparse-transformer support; not the same underlying change." + "reason": "NeoBERT and the sparse-transformer request do not describe the same change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio; unrelated model requests." + "reason": "NeoBERT vs LFM2.5 Audio are unrelated model requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model-add requests." + "reason": "RF-DETR and NeoBERT are different models with no shared code-path issue." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT; similar naming but different models and requests." + "reason": "NeoBERT and ModernVBERT are distinct model additions." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support vs Qwen3-ASR support; different model targets." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are unrelated." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture vs sparse transformer; different concrete features." + "reason": "MiniCPM3 and the sparse-transformer request are different changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 vs ModernVBERT; distinct model support requests." + "reason": "MiniCPM3 architecture vs ModernVBERT models are not the same request." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture vs Voxtral-TTS support; different models and modalities." + "reason": "MiniCPM3 and Voxtral TTS support target different model families." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + "reason": "DEIMv2 and Qwen3-TTS support are separate model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT vs Qwen3-ASR; different model support requests." + "reason": "ModernVBERT models and Qwen3-ASR support are different artifacts." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models vs Qwen3-TTS; unrelated requests." + "reason": "ModernVBERT and Qwen3-TTS are unrelated model additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT model support vs BERT-like RoPE support; one is a model request, the other is an architectural feature request." + "reason": "ModernVBERT models and BERT-like models with RoPE are not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support vs Voxtral TTS support; different change types." + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "Architecture feature request vs unrelated person-named issue; no shared underlying bug/change." + "reason": "BERT-like models with RoPE and Mirko Privitera are not the same kind of issue." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS vs Qwen3-ASR; related brand but different modalities and implementation work." + "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they are different model support changes." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS vs Voxtral TTS; both audio-related, but different models and support paths." + "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS vs DeepSeek-OCR2; different models and tasks." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support vs sparse transformer request; different code paths." + "reason": "Qwen3-TTS support and the sparse-transformer request do not match." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR vs LFM2.5 Audio; both audio-related, but distinct model support issues." + "reason": "Qwen3-ASR support and LFM2.5 Audio are different audio model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR vs EUPE; different model/product targets." + "reason": "Qwen3-ASR support and EUPE are different models and tasks." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR model support vs sparse transformer request; not the same change." + "reason": "Qwen3-ASR and OpenAI weight-sparse transformer are unrelated." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio vs SAM3-LiteText; different model additions." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "Audio model support vs Granite SWA+sink option; one is a model request, the other a model option tweak." + "reason": "LFM2.5 Audio support and Granite SWA+sink are not the same underlying change." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse transformer model request vs EUPE model request; unrelated additions." + "reason": "Sparse transformer support and EUPE are different model additions." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR vs Voxtral-4B-TTS; different audio models and support work." + "reason": "Qwen3-ASR and Voxtral TTS are different audio-model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT vs Voxtral TTS; different model families and tasks." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR vs DeepSeek-OCR2; different models and modalities." + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different model integrations." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE by Meta AI vs TIPSv2 by Google DeepMind; separate model requests." + "reason": "EUPE and TIPSv2 are both model requests, but they target different architectures and code paths." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT model request vs unrelated name-only issue; no shared change." + "reason": "ModernVBERT models and Mirko Privitera are not the same issue." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support vs unrelated name-only issue; not a duplicate." + "reason": "Voxtral TTS support and Mirko Privitera are unrelated." } ] }, @@ -18787,8 +18887,8 @@ "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-38740-2", "nodes": [ @@ -18798,7 +18898,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "c0727bdfe6f78664f8ddedf6565280f285b6789fbed058b6f47da09605d3b963", + "prepared_review_unit_hash": "79c11f443da1bf54759b1fc5e6a0cc6057088739f80700136de9b7cd703a3d6d", "component_budget": { "node_count": 2, "item_count": 2, @@ -18820,18 +18920,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one is a documentation/request item about adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. They do not describe the same bug or change.", + "summary": "The two issues are unrelated: one is a docs request to add pruna as an optimization framework, the other is a Vision RoPE refactor. The soft similarity is superficial and does not indicate a duplicate relationship.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No duplicate cluster here; if forced to pick a representative, #46443 is the more substantive code-change issue, while #38740 is a docs request.", + "best_issue_reason": "Issue 46443 is the more concrete technical/code-focused item, but it is not a duplicate of 38740 and should not be treated as the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and outcomes: docs framework addition vs. Vision RoPE refactor. No shared code path, target, or change request." + "reason": "Different topics and scopes: documentation/framework listing vs a Vision RoPE code refactor. They do not describe the same underlying bug or change." } ] }, @@ -18850,8 +18950,8 @@ "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": [ @@ -18861,7 +18961,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "c618097dc32aa465692d8dff4aece3bfb3e21d8afa347f6f846060a9d2f275fd", + "prepared_review_unit_hash": "1b53cd09dcf797e7ee5a6f529e8f86974877fb8c8d2801e4814e2f9fb3fb2411", "component_budget": { "node_count": 2, "item_count": 2, @@ -18883,18 +18983,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are unrelated: one asks for generic block decoding behavior, while the other requests DeepSeek v3.2 support.", + "summary": "These two open issues do not look like duplicates: one is about set block decoding, while the other is a request for DeepSeek v3.2 support. They target different features with no shared evidence of the same underlying bug or change.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 43037 is the clearer standalone request because it names a specific external model-support task; however, the two issues are unrelated, so there is no strong canonical duplicate choice.", "canonical_pr_reason": null, - "best_issue_reason": "No true canonical duplicate exists; if one issue must represent the set, 43037 is the more concrete, actionable request.", + "best_issue_reason": "Issue 43037 is the better representative of a concrete, actionable request. Issue 41084 is too vague and appears to be a separate concern rather than the same problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41084", - "right": "issue:43037", + "left": "issue:41084 (Set Block Decoding)", + "right": "issue:43037 (DeepSeek v3.2 support)", "accept": false, - "reason": "Different underlying concerns: block decoding mechanics vs model/version support for DeepSeek v3.2." + "reason": "Different topics and likely different workstreams: one asks for a decoding mode, the other for support for a specific model version. No evidence they describe the same underlying bug or change." } ] }, @@ -18913,8 +19013,8 @@ "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-41306-2", "nodes": [ @@ -18924,40 +19024,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "4e5a026c557c0d44084188830cb16b66ab61ec9101b33a8f5dffd329672c07c4", + "prepared_review_unit_hash": "acf0107799ec852a18843327aec642363fd8ff79aa2897839928f4a7523026b6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are only loosely related by the general theme of memory-efficient model components, but they describe different features: one is about exposing a TiledFusedLogitsLoss/Liger FLCE flag in `from_pretrained()`, the other is about integrating TiledMLP for lower memory usage. They do not look like duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue #41306 is the more concrete and actionable request, tied to a specific API flag and code path (`from_pretrained()`); #41826 is broader and more exploratory.", + "summary": "The two issues are about different performance-related feature requests in different code paths: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, the other asks for TiledMLP integration. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #41306 is the more concrete, actionable request: it specifies the exact API surface (`from_pretrained()`) and the specific feature flag being requested.", "canonical_pr_reason": null, - "best_issue_reason": "#41306 is the best representative issue because it has a clear, specific implementation target, whereas #41826 is a higher-level feature idea.", + "best_issue_reason": "Issue #41306 is the best representative because it is narrowly scoped and directly describes the desired change; #41826 is a separate feature request for a different component.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different requested changes: one is an API flag for TiledFusedLogitsLoss/FLCE in `from_pretrained()`, the other is integrating TiledMLP. Same broad memory-efficiency theme is not enough to treat them as the same underlying issue." + "reason": "Different underlying changes: one is about a `from_pretrained()` flag for fused loss handling, the other is about integrating TiledMLP for memory reduction. They do not describe the same bug or change." } ] }, @@ -18976,8 +19076,8 @@ "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": [ @@ -18987,7 +19087,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "1b5ded1d467fb7607f8d993eb9ef6eddbe693f1d92c460a6c9cd56da09ddbca5", + "prepared_review_unit_hash": "094d22069b73bb3a70878d70abbc406194be2d9cead9185c4d0a901fdb3790c9", "component_budget": { "node_count": 2, "item_count": 2, @@ -19009,18 +19109,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related only at a high level (custom trainers / Trainer internals), but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They do not look like duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue fits both: the first targets input-column handling in Trainer, while the second targets FLOPS accounting for custom trainers.", + "summary": "The two issues both mention custom trainers, but they address different Trainer behaviors: one is about `remove_unused_column` customizability, the other about FLOPS estimation. They do not look like the same underlying bug/change, so they should not be clustered as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #43598 is the more central Trainer customizability request; it describes a concrete Trainer behavior that could broadly affect custom trainer workflows.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the more concrete and narrowly scoped report, but it should not be treated as a duplicate of 43600.", + "best_issue_reason": "Issue #43598 is the best representative of the cluster because it is the broader, more foundational Trainer customization concern. #43600 is a separate FLOPS-estimation topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Same broad Trainer/custom-trainer theme, but the underlying bugs are different code paths and different expected fixes." + "reason": "They share the theme of custom trainers, but one concerns `remove_unused_column` behavior and the other concerns FLOPS counting. Different code paths and different fixes." } ] }, @@ -19039,8 +19139,8 @@ "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": [ @@ -19050,7 +19150,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "d6580d97390f98d5547d9ae4e6af3df283d43a48317e1ebedad321b9078b1b19", + "prepared_review_unit_hash": "2bf0b5017eb10d68076ee531b9232c77a4d15874639654213a9ad3f2c68ae829", "component_budget": { "node_count": 2, "item_count": 2, @@ -19072,18 +19172,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level: both ask for additional AutoModel support for Qwen variants, but they target different models and different auto classes. They do not look like duplicates of the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #43684 is the broader and more foundational request: it asks for Qwen3-Omni registration in AutoModel and AutoModelForConditionalGeneration, which is a generic model-registration gap rather than a specific task head request.", + "summary": "These issues are about different Qwen model families and different AutoModel targets, so they should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43684 is the broader model-registration request and is the better anchor if one issue must represent this cluster, but it is not a duplicate of the Qwen3.5 sequence-classification request.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the better canonical issue because it covers the general registration work and is more likely to subsume related follow-up support requests.", + "best_issue_reason": "Issue 43684 is the more general API-registration request; issue 44405 is a separate, task-specific support request for a different config and head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: #43684 is about registering Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, while #44405 is specifically about AutoModelForSequenceClassification support for Qwen3.5/Qwen3_5Config. Same ecosystem, but not the same bug or change." + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 sequence-classification support. They target different model families and different auto classes." } ] }, @@ -19102,8 +19202,8 @@ "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-43835-4", "nodes": [ @@ -19120,76 +19220,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "e67092b1830081399685bd921ec0a35725cf8e6f9692f7caebdc89eb3789c4c8", + "prepared_review_unit_hash": "38673777ab7da605a5f5847fce165b703da92f1f0dc54728993a656002d7dc9d", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4259, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4259, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the same generic 'huggingface' title and appear to be near-duplicates; 'Fett' looks unrelated. Among the huggingface issues, 43845 is the best representative/canonical candidate because it is the earliest of the closely matching set.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 43845 is the earliest and most representative of the near-identical 'huggingface' issues (43845/43846/43859), with slightly more context than 43859 and strong textual overlap with 43846.", + "summary": "Three issues titled \"huggingface \" appear to be duplicates of the same report; issue 43835 ('Fett') looks unrelated. No PRs are present in this cluster.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports and is the best representative for the duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best global issue candidate because it anchors the cluster of highly similar huggingface reports and is the most plausible single dedup target.", + "best_issue_reason": "Issue 43845 is the best overall issue candidate because it is one of the duplicated huggingface reports and was created first among them.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no substantive body evidence tying 'Fett' to the huggingface reports." + "reason": "Different titles and no supporting evidence that they describe the same underlying problem." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete evidence of the same underlying issue." + "reason": "Different titles and no shared issue details indicating a duplicate." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no concrete evidence of the same underlying issue." + "reason": "\"Fett\" does not appear to match the huggingface report cluster." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title, very high textual similarity, and no visible evidence of distinct bugs; these look like duplicate reports." + "reason": "Same title, same apparent report, and no evidence of distinct underlying bugs." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same generic title and strong similarity suggest the same underlying issue despite the shorter body." + "reason": "Same near-identical issue title and likely the same duplicate report." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same generic title and strong similarity make these likely duplicate reports of the same issue." + "reason": "Same title and no distinguishing evidence; these look like duplicates of the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet: the three 'huggingface' issues have strong soft-similarity, and 43845 is the earliest among that cluster. The 43835 links are conservatively rejected based on only weak similarity and unrelated title." + "feedback": "The summary is grounded in the packet: the three \"huggingface \" issues share the same title and strongest similarity signals, and 43845 is the earliest among them. The rejection of 43835 as a separate item is conservative, and the soft-edge verdicts do not overclaim beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -19205,8 +19305,8 @@ "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": [ @@ -19227,7 +19327,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "adbd4a222bbdc71b9919b24174fd3e0df6f6ae46d7ef0fd395ee059daede2359", + "prepared_review_unit_hash": "8f0e1ffbd5ca5de4a2eb185b327b068586edd9430830cb565f9a21bea0b9af3a", "component_budget": { "node_count": 5, "item_count": 5, @@ -19249,66 +19349,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are low-information spam/vague issues with no concrete shared bug or change. The apparent similarity is only from generic titles, so none of the soft pairs should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly low-signal spam/placeholder issues, plus one generic documentation suggestion and one unrelated named issue. There is no evidence that any pair describes the same underlying bug or change, so no soft duplicates should be accepted.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44371 is the cleanest representative of the spam-like subgroup: it is an exact '' placeholder and is shared by the other identical placeholder issues, making it the most central stand-in if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44371 is the best issue representative because it matches the dominant pattern in the cluster and is the earliest exact-placeholder issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam placeholders with no body, targets, or filenames; no concrete shared issue is visible." + "reason": "Identical spam titles are not evidence of the same concrete bug or change; there is no actionable content to merge as a duplicate." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same generic spam-only pattern; no evidence they describe the same underlying bug or request." + "reason": "Same as above: this is only repeated spam text, not a shared technical problem." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like and the other is a vague documentation suggestion; too little specificity to treat as the same issue." + "reason": "A '' placeholder and a documentation enhancement suggestion are unrelated." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "The titles are unrelated and there is no issue detail tying them to a common bug or task." + "reason": "The placeholder spam issue and 'Check out \"Google LLC\"' are unrelated and do not describe the same underlying problem." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A vague documentation enhancement is not the same as a spam placeholder; no shared concrete change request." + "reason": "Generic documentation feedback does not match a spam placeholder issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Only broad low-signal similarity; no explicit overlap in problem statement or requested change." + "reason": "Generic documentation feedback does not match a spam placeholder issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no evidence they refer to the same underlying report rather than separate junk submissions." + "reason": "Two identical spam placeholders still do not establish a shared bug/change worth deduplicating." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No shared topic beyond generic similarity; the titles do not indicate the same bug or request." + "reason": "These titles point to unrelated spam/noise, not the same code-path issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No concrete common issue is present; these look like unrelated reports." + "reason": "These titles point to unrelated spam/noise, not the same code-path issue." } ] }, @@ -19327,8 +19427,8 @@ "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": [ @@ -19338,12 +19438,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "db1bc3ea61423c719476563c174d36dba7f3f6193a245800423d5b712b8604a2", + "prepared_review_unit_hash": "4a239c493b965c762d4904f1a9540cd602ee7502a1c68072abded4da0961da55", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -19351,7 +19451,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -19360,24 +19460,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have identical titles, close creation times, and very similar body sizes, so they look like duplicate reports of the same underlying request. Issue #45145 should be the canonical thread because it was opened first and already has an inbound reference.", - "confidence": 0.88, - "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and already has an inbound reference, making it the more established thread.", + "summary": "These two closed issues look like near-duplicates based on their identical titles, close body lengths, and the soft-similarity signal. The evidence is limited because the issue bodies aren\u2019t available, so the duplicate call should be made conservatively. #45145 is the best canonical representative because it was created first.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is the earlier issue and the safest canonical representative among two issues with the same title and no stronger differentiating signals.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the strongest cluster representative since it predates #45151 and is the more established issue thread.", + "best_issue_reason": "#45145 is the strongest issue to keep as the representative because it predates #45151 and the available metadata does not distinguish a different underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Identical titles, close timestamps, and highly similar body lengths with soft-similarity support treating these as duplicate reports of the same issue." + "reason": "Same title and similar metadata, plus a soft-similarity signal, make them plausibly the same issue; however, the duplicate judgment is based on limited evidence because the bodies are not directly compared." } ] }, "evaluator_result": { "accept": false, - "feedback": "Reject: the pair looks plausibly duplicate based on identical titles, close timestamps, similar body lengths, and soft-similarity, but the analyst overstates the evidence by claiming the bodies have the \"same wording\" and that #45145 has \"slightly more engagement.\" Those specifics are not directly grounded in the packet. The canonical issue choice is fine, but the cluster summary and best-issue rationale should stay more conservative." + "feedback": "The pairing is plausibly related, but the analyst overstates the evidence. In the packet we only have identical titles, similar body lengths, and a soft-similarity signal; we do not have the issue bodies or any direct textual comparison to support claims like \"textually indistinguishable\" or \"very similar issue content.\" The canonical choice may still be #45145 due to earlier creation time, but the duplicate verdict should be stated more conservatively." }, "evaluator_used": true, "retried": true, @@ -19447,8 +19547,8 @@ "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": [ @@ -19458,12 +19558,12 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "07aab97c34af37d97bb703c8aeeff089d607bff3e48f62da58df57ea0acf8aff", + "prepared_review_unit_hash": "76cb5a9522b2cbfaaf1b8d1278f9dad8786e8e3635cb1d26626c6b55f8e027a2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -19471,7 +19571,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -19480,18 +19580,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate 4-bit inference bugs: one in Gemma4 audio modules hitting a uint8/torch.finfo TypeError, and one in BitsAndBytesConfig where llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError. They are related only at the broad feature level, not the same underlying defect.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 45674 is the more general, configuration-focused report with a clearer failure mode and broader applicability across 4-bit inference.", + "summary": "These are related only at a very broad 4-bit inference level, but they describe different bugs: one is a Gemma4/audio-module `torch.finfo(uint8)` TypeError, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError. I would not merge them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45674 is the better anchor because it identifies a concrete configuration regression and likely code-path in BitsAndBytesConfig; issue 45672 is a separate, more model-specific symptom in audio modules.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 best represents the cluster because it describes a concrete regression in BitsAndBytesConfig rather than a model-specific symptom.", + "best_issue_reason": "Issue 45674 is the clearest representative of the cluster, with a specific failure mode and probable fix surface. Issue 45672 appears to be an unrelated 4-bit inference bug rather than the same defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different root causes and code paths: Gemma4 audio-module dtype handling vs. BitsAndBytesConfig skip-module exclusion logic. They share 4-bit inference context but are not the same bug." + "reason": "Different underlying failures: `torch.finfo()` TypeError on uint8 audio-module weights vs. `llm_int8_skip_modules` clearing the default `lm_head` exclusion and causing an AssertionError. Same broad area, but not the same bug." } ] }, @@ -19510,8 +19610,8 @@ "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": [ @@ -19521,30 +19621,30 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "665531712120e22ef4ee9ac8fc2c898d4b840e3265f95f6a50c44c8d91361548", + "prepared_review_unit_hash": "1b8a56dd431c068f983af271cdf193a45766660aae552f7b99e9f705d1ccb9ff", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues look unrelated: both are bare name/date titles with no body, no shared targets, and no evidence of the same underlying bug or request. The soft similarity is not enough to treat them as duplicates.", - "confidence": 0.98, + "summary": "The two issues are not duplicates: they only share a loose name/date pattern and contain no substantive problem description or common target.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -19554,7 +19654,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Titles refer to different people and different dates; there is no issue body, shared target, or other evidence of the same underlying problem." + "reason": "Different named individuals and birth dates; no evidence they refer to the same underlying issue." } ] }, @@ -19573,8 +19673,8 @@ "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": [ @@ -19584,7 +19684,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "02540700f82477fae749111438a1843e60d6d625f7645aa410efd2b2c20aedc5", + "prepared_review_unit_hash": "ede9666854194879b3821d520e4cf1e9d220c175dd10af52863bf5342066e02a", "component_budget": { "node_count": 2, "item_count": 2, @@ -19606,7 +19706,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues appear unrelated; both are just person-name/date titles with no body, links, or shared targets, so there is no evidence they describe the same underlying bug or request.", + "summary": "The cluster contains two unrelated closed issues with only superficial name/date similarity; there is no shared bug, feature, or code path.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -19617,7 +19717,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "No substantive overlap beyond both being empty closed issues; titles point to different people/dates and there is no shared body, target, or code context." + "reason": "These are separate issues about different people and dates, with no indication of the same underlying problem or request." } ] }, @@ -19636,8 +19736,8 @@ "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-45810-2", "nodes": [ @@ -19647,12 +19747,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "2b1fe1dd88b7166227b5e43a9b205589eea44af95dcf9bb0c8a4d9c719fec55c", + "prepared_review_unit_hash": "8cca65b5ed566b89ce722ce8ea878f62135c78a8ce6dd1efd36317773585a3bf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -19660,7 +19760,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -19669,18 +19769,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen token-classification model class, while the other asks for FP8 training support. They do not describe the same bug or change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model head, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the requests target different features and different code paths.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45810 is the more concrete, narrowly scoped request and is easier to use as a representative item, but it is not a duplicate of the FP8 training issue.", + "best_issue_reason": "Neither issue is a duplicate of the other; if forced to pick a cluster representative, issue #46295 is the broader platform feature request, but it should not be treated as equivalent to #45810.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different features in different areas: adding a model class for token classification versus training/runtime support for FP8. No shared code path or concrete duplicate behavior is evident." + "reason": "Different asks with no shared underlying fix: adding a token-classification model class vs enabling FP8 training support." } ] }, @@ -19699,8 +19799,8 @@ "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": [ @@ -19720,12 +19820,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "c2a695b21afc2d5d46a0dafca58f5de3b7b36ad35b276a385a98602fa6d3d348", + "prepared_review_unit_hash": "d538d0459e3df4f7e6abab58e2298cebdce67b856c6c626f87e0e1381c8ca313", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19733,7 +19833,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19742,66 +19842,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two clear duplicate pairs: 45870 \u2194 45871 and 45872 \u2194 45873. Issue 45869 is a different dataset/promo request and should not be grouped with either pair. The two DataForge-themed pairs are superficially similar but describe different scopes, so they should not be merged across pairs.", - "confidence": 0.96, - "canonical_issue_reason": "45872 is the strongest canonical representative for the cluster because it is the more concrete DataForge request and is an exact duplicate of 45873; the other exact-duplicate pair (45870/45871) is a separate, more generic example issue.", + "summary": "There are two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated to both pairs.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue across the whole set: 45870/45871 are one exact duplicate pair, 45872/45873 are another exact duplicate pair, and 45869 is a different dataset-promo issue.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the most actionable issue in the set: it clearly states the DataForge time-series + scraping-service request, while 45869 is unrelated and 45870/45871 are a separate duplicate pair about a generic example.", + "best_issue_reason": "If one representative must be chosen, 45870 is a clean canonical choice for its exact-duplicate pair with 45871 and slightly earlier timestamp.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different requests: dataset bundle promo/sample vs. a DataForge example." + "reason": "Dataset bundle promotion is not the same underlying issue as a DataForge financial prediction example." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different requests: dataset bundle promo/sample vs. a DataForge example." + "reason": "Dataset bundle promotion is unrelated to the DataForge example issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title/body pattern and effectively the same example issue; this looks like a direct duplicate." + "reason": "Identical title and matching body length; this looks like the same example issue duplicated." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related theme, but not the same change: one is an example, the other is a scraping-service request." + "reason": "Both mention financial time series/DataForge, but one is an example issue and the other adds a scraping service; not the same concrete request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Related theme, but not the same change: one is an example, the other is a scraping-service request." + "reason": "Same broad topic, but different concrete ask: example vs financial time series + scraping service." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Related theme, but not the same change: one is an example, the other is a scraping-service request." + "reason": "These are different issue requests despite surface-level financial DataForge overlap." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related theme, but not the same change: one is an example, the other is a scraping-service request." + "reason": "These are different issue requests despite surface-level financial DataForge overlap." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title/body pattern and effectively the same DataForge request; this looks like a direct duplicate." + "reason": "Identical title and matching body length; this is the same issue duplicated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45870\u219445871 and 45872\u219445873 are the only clearly identical pairs (matching titles/body lengths and jaccard 1.0), while 45869 is a separate dataset bundle request. The soft-edge rejections between the example issues and the DataForge service issues are conservative and consistent with the titles." + "feedback": "The summary is grounded in the packet and the pairwise judgments are conservative overall. The exact-duplicate calls for 45870/45871 and 45872/45873 are supported by identical titles plus matching body lengths, and the rejection of 45869 against the others is reasonable given the distinct titles. The note that there is no single canonical issue across the whole set is also consistent with the evidence." }, "evaluator_used": true, "retried": false, @@ -19817,8 +19917,8 @@ "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-46439-2", "nodes": [ @@ -19828,40 +19928,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "b3b9a949e9f8d77070222ac37fd32260fbc11d12e471ccc9c825c74e3188bcc6", + "prepared_review_unit_hash": "85a5a947f7123f3fe1bbbeb9cf91a9dbf2581399beabbe166a57fd1914b8ff7a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern `cache_implementation=\"static\"` and linear-attention, but they describe different failure modes: one is `early_initialization` producing wrong shapes and a `RuntimeError`, the other is a Qwen3.5 `KeyError: 'linear_attention'`. I would not merge them as the same underlying bug from the available evidence.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 46439 is the better representative because it names the broader root path (`early_initialization` + linear-attention shape corruption) rather than a model-specific crash symptom.", + "summary": "Both issues involve `cache_implementation=\"static\"` and linear-attention/Qwen3.5 failures, but they describe different concrete breakages: one is shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention`. I would not merge them as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better anchor because it describes a more specific root-cause path (`early_initialization` corrupting linear-attention shapes) and is more directly actionable.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest standalone report: it is more general, more diagnostic, and describes the concrete corruption mechanism rather than just a downstream exception.", + "best_issue_reason": "46439 is the strongest standalone issue for triage since it states the failing mechanism and resulting `RuntimeError` more clearly than the KeyError report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Same broad static-cache/linear-attention area, but different observed failures (`RuntimeError` from shape corruption vs `KeyError` for Qwen3.5); not enough to treat as the same bug." + "reason": "Do not treat as the same bug: 46439 reports wrong-shape corruption in static-cache early initialization, while 46441 reports a missing `linear_attention` cache key on Qwen3.5. Same subsystem, but different failure mode and likely different fix." } ] }, @@ -19880,8 +19980,8 @@ "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-46551-2", "nodes": [ @@ -19891,12 +19991,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "e336edbe9e1faab0498ee7abb05e6d0c3c963c494c05ebe71f930afcc0267cd5", + "prepared_review_unit_hash": "b909c9c405b294d1b67beebaf07f5ba82a522a1aa934f692628f203ba0ac0671", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -19904,7 +20004,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -19913,24 +20013,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues appear to be the same bug report for Wav2Vec2CTCTokenizer v5 treating the word delimiter as a special token, affecting special-tokens masking and token conversion. They differ only by issue number/state, so they should be clustered together.", + "summary": "The two issues are effectively identical reports of the same Wav2Vec2CTCTokenizer v5 special-token bug; the open issue is the better canonical issue target.", "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is the better canonical because it is open, has inbound references, and appears to be the active report for the same exact problem.", + "canonical_issue_reason": "Issue #46552 is open and has the same title/body as #46551, so it is the better canonical issue to retain for active tracking.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46552 is the strongest representative since it is the active open instance of the identical title/body and is more likely to collect ongoing discussion and resolution.", + "best_issue_reason": "Issue #46552 is the best issue overall because it is the active open report for the same bug, while #46551 is already closed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Exact same title and same reported tokenizer bug; no meaningful difference in scope or content beyond issue metadata." + "reason": "Same title, same described tokenizer bug, and no distinguishing evidence; these are duplicate reports of the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst\u2019s clustering is grounded in the packet: both issues have the exact same title and identical body length, and the open issue (#46552) has inbound references while the other is closed. The soft-edge verdict is conservative and supported by the evidence, so accepting the pair is reasonable." + "feedback": "Grounded overall. The packet supports treating the two issues as duplicates: they have identical titles, the same body length, and a soft-similarity pair with jaccard 1.0. Choosing the open issue as the canonical tracking target is conservative and reasonable." }, "evaluator_used": true, "retried": false, @@ -19946,8 +20046,8 @@ "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-46657-2", "nodes": [ @@ -19957,7 +20057,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "98e4d0399c058e384b25bc0ba7abde8ef44ec27987bfefbd245c091be2f9840d", + "prepared_review_unit_hash": "fe94b5201446b82a1b5d8b7bc3d546eafb0334382f6688667f9ef859043fadfd", "component_budget": { "node_count": 2, "item_count": 2, @@ -19979,18 +20079,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports an out-of-memory problem after several epochs in RT-DETR v2. They may both occur in training workflows, but they describe different failure modes and likely different fixes.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #46657 is the better representative because it describes a concrete, actionable code-path failure (tensor size mismatch) rather than a broad resource symptom.", + "summary": "These two issues both concern training-time failures in object detection, but they describe different symptoms and likely different root causes: one is a tensor shape mismatch, the other is an out-of-memory condition after several epochs. I would not cluster them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Neither issue is clearly a duplicate of the other; if forced to pick a canonical issue for the cluster, 46657 is slightly more general and directly describes a concrete failure mode, but the pair does not appear to represent the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the most suitable issue to anchor the cluster because it is specific and reproducible enough to guide debugging; #46692 appears to be a separate training-memory regression.", + "best_issue_reason": "Issue 46657 is the better representative of the pair only because it states a specific reproducible error class (tensor size mismatch). However, it should not absorb 46692 since OOM after epochs is a distinct training failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different underlying problems: shape mismatch vs OOM after epochs. Same training context is not enough to treat them as the same bug." + "reason": "Different failure modes: tensor shape mismatch versus memory exhaustion later in training. They may occur in the same subsystem, but there is no evidence they are the same underlying bug." } ] }, @@ -20050,154 +20150,154 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "2223434de93d282265f34063c846bceef8420a7b3b4a34076f1a5be5835becff", + "prepared_review_unit_hash": "1b1d0d5f7ba23a858d3e83d2c384964cd528d28391493f0c4c6ae9192271366a", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38156, - "estimated_input_tokens": 9539, - "estimated_eval_tokens": 19334 + "serialized_chars": 38152, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38156, - "estimated_input_tokens": 9539, - "estimated_eval_tokens": 19334 + "serialized_chars": 38152, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most candidate pairs are false positives caused by broad topical similarity. The only true duplicate-like pair is the two fixed_cross_entropy PRs, which make the same code-path change in the same function.", - "confidence": 0.93, + "summary": "Only one soft edge looks like a true duplicate: the two `fixed_cross_entropy` PRs for issue 43240. All other pairs are broad topical matches (new models, docs, tests, or unrelated refactors) and are not safe to merge as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the better canonical representative of the only real duplicate pair because it explicitly targets issue 43240 and contains the broader, cleaner implementation of the cross-entropy kwargs fix.", + "canonical_pr_reason": "PR 43251 is the stronger canonical representative: it directly targets issue 43240, has more review activity, and covers the same `fixed_cross_entropy` change as PR 43254.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best PR to anchor this cluster: it is the only substantive duplicate match, directly references the bug, and is more complete than the narrower variant.", + "best_pr_reason": "PR 43251 is the best global representative because it is the only clearly duplicate-matching fix in the set and it has an explicit issue target plus more discussion/review than its twin.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different changes: VideoPrism model/docs integration vs an Executorch dynamic-shape export test." + "reason": "Both are unrelated PRs touching different areas (`videoprism` model addition vs. Executorch dynamic-shape test); no shared bug or mergeable code-path overlap." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API additions for MistralCommon vs adding a new MobileLLM model." + "reason": "Tokenizer helper methods for Mistral common vs. adding MobileLLM; same broad library area but completely different changes." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer method support vs Executorch export testing; unrelated code paths." + "reason": "Mistral tokenizer methods and an Executorch export test are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness/autoloading fixes vs new MobileLLM model implementation." + "reason": "Processor auto-loading robustness vs. adding a new MobileLLM model; no common concrete bug." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy loss kwargs fix vs model addition; no shared underlying bug." + "reason": "`fixed_cross_entropy` fix and MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility fix vs Mistral4 test/model refactor; different subsystems and behaviors." + "reason": "Loss utility kwargs fix vs. Mistral4 test/model changes; different code paths and goals." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test vs Mistral4 model/test changes; not the same change." + "reason": "Executorch export tests and Mistral4 test/model updates are separate test/model work, not the same bug." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch dynamic-shape export test vs MobileLLM model addition." + "reason": "Executorch dynamic-shape export test and MobileLLM addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model vs class config-resolution ordering fix; unrelated." + "reason": "MobileLLM model addition vs. `cls.config` resolution order fix; no shared underlying defect." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Model addition vs Falcon output-interface refactor; different concrete changes." + "reason": "MobileLLM addition and Falcon output-interface refactor are unrelated model changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor vs a model-creation skill/documentation PR." + "reason": "Falcon output-collection refactor and the model-creation skill are not the same change or bug." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor vs Mistral4 test/model updates." + "reason": "Falcon output-interface refactor and Mistral4 test fixes do not target the same concrete problem." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model work vs CLIP-like layernorm renaming; unrelated fix." + "reason": "Mistral4 test fixes vs. `layrnorm` renaming across CLIP-like models; only broad subsystem overlap." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 model/test work vs serve chat parsing overhaul; different feature areas." + "reason": "Mistral4 test fixes and chat parsing/serve updates are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test/model work vs TDT loss kernel integration; unrelated changes." + "reason": "Mistral4 test fixes and TDT loss kernel integration are different features." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model work vs config resolution order fix; no shared code path." + "reason": "Mistral4 test fixes and `cls.config` resolution order are unrelated implementation areas." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test/model work vs a new-model skill/documentation PR." + "reason": "Mistral4 test/model fixes and the model-creation skill are not the same code-path problem." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New MobileLLM model vs model-creation skill/documentation; not the same underlying change." + "reason": "MobileLLM addition and the model-creation skill are not duplicate fixes; one adds a model, the other adds tooling/docs." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs change fixed_cross_entropy in the same file to forward supported cross-entropy kwargs; they address the same bug and could be merged into one PR." + "reason": "Both PRs fix the same `fixed_cross_entropy` issue (43240) by threading supported kwargs into `nn.functional.cross_entropy`; they are near-identical code-path fixes and could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The only accepted pair, pull_request:43251 and pull_request:43254, is supported by shared file/function changes and the shared issue target 43240, and the note that 43251 is the broader representative is reasonable from the diff previews. The other soft-edge rejections also look appropriately cautious and match the packet evidence." + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, PR 43251 vs PR 43254, is well supported by the shared issue target 43240 and the same `fixed_cross_entropy` edit in the same file, so it plausibly could be a single bugfix PR. The remaining pairs are described as broad topical similarities without overstating them as duplicates, which is appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -20224,7 +20324,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "fd419a13f4702db285f4e56381e23e1d930ed0ed83fced863e82d7470196b242", + "prepared_review_unit_hash": "689c540d0c47d03efa386dc8ce7683ea605527c74d264fbd7904d903d9b0e47e", "component_budget": { "node_count": 2, "item_count": 2, @@ -20246,18 +20346,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice PRs, but they target different changes: the first adds the base VibeVoice model/docs, while the second adds VibeVoice Realtime and the acoustic tokenizer plus generation updates. They overlap on shared model files, but they do not look like the same underlying PR.", - "confidence": 0.92, + "summary": "Two open PRs in the same model family, but they are not duplicates: one is the initial VibeVoice implementation, the other is a later realtime/acoustic-tokenizer extension.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the better canonical PR because it is the original, broader VibeVoice implementation with substantial review activity and no draft status.", + "canonical_pr_reason": "PR 40546 is the base VibeVoice implementation and the broader, more complete change set; PR 42781 adds realtime-specific pieces on top of the same family.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the foundational VibeVoice model addition; PR 42781 is a follow-on realtime extension rather than the same change.", + "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the foundational, non-draft implementation and covers the core code path most comprehensively.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Do not merge: 40546 implements the base VibeVoice model, while 42781 adds VibeVoice Realtime and the acoustic tokenizer. Shared filenames indicate a related codebase, but the concrete change sets are different and would not plausibly be one PR." + "reason": "They share the VibeVoice subsystem, but 42781 is a realtime variant with additional acoustic-tokenizer and generation work, not the same concrete bug or change as the original implementation." } ] }, @@ -20287,12 +20387,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "e74d22365163e1a8129d166d6fcf1c8d923116490b18c9d5c569b4f96a5c4267", + "prepared_review_unit_hash": "e26e1a6e747b3d55f016ffacfea580b61b874c67738e2a4ecf8b37cc9008d59e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20300,7 +20400,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20309,18 +20409,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM forecasting with covariates, while the other adds DINOv3 image classification support. They touch different models, different code paths, and different feature areas, so they should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "The two pull requests are unrelated feature additions: one adds covariate-based forecasting support to TimesFM, while the other adds DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the more self-contained, narrowly scoped feature addition and is the cleaner representative of the cluster, though it is not a duplicate of PR 40755.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and unrelated functionality: TimesFM covariate forecasting vs. DINOv3 image classification. No shared bug or mergeable code-path fix." + "reason": "Different models, different code paths, and different user-facing features. TimesFM changes forecasting with external covariates; DINOv3 changes image classification support. They are not the same underlying bug/change and would not plausibly be merged into one PR." } ] }, @@ -20413,12 +20513,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "e15fc05d04f3730e9c1d8bc2691f4d50ec74cd721e9a2a7dc5caaeda85ab68e0", + "prepared_review_unit_hash": "369fb98622b178afe6a66793a852764eec41489bc8465c6302cc733e6baa100e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -20426,7 +20526,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -20435,18 +20535,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both perform GitHub Actions dependency upgrades in workflow files, but they target different action families and different maintenance goals, so they should not be treated as duplicates.", - "confidence": 0.96, + "summary": "Both PRs are GitHub Actions maintenance updates, but they are not the same change: #42975 is a broad Node 24 compatibility sweep across many workflow actions, while #42976 mainly upgrades docker/build-push-action and a smaller set of related actions. Shared workflow filenames alone are not enough to treat them as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the better representative because it is a broader, more cohesive workflow-actions upgrade focused on Node 24 compatibility across many jobs.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the most suitable single representative of this cluster: it covers the widest set of workflow action-version bumps and has the clearest unifying purpose.", + "best_pr_reason": "#42976 is the broader and more generally named maintenance PR, so it is the better representative of this cluster, but it still is not a duplicate of #42975.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency upgrades, but #42975 updates checkout/cache/upload-artifact for Node 24 compatibility while #42976 mainly bumps docker/build-push-action to v6 in Docker image workflows. They affect different actions and different code paths, so they are not the same underlying change." + "reason": "Different concrete changes and scope: #42975 focuses on Node 24-compatible GitHub Actions version bumps, while #42976 is a separate docker/build-push-action upgrade plus a few other action updates. Same workflows do not imply the same underlying fix." } ] }, @@ -20492,106 +20592,106 @@ "pull_request:45490|pull_request:46705", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "39017e0db7d6e40ff5a78002a54ab20942e6a9c29026e09fb140af0355ca07af", + "prepared_review_unit_hash": "0c50ef53965b163cf4c1fd5b1d703e5fa061a906be75203359138e43aada3e9a", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24368, - "estimated_input_tokens": 6092, - "estimated_eval_tokens": 12440 + "serialized_chars": 24622, + "estimated_input_tokens": 6156, + "estimated_eval_tokens": 12568 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24368, - "estimated_input_tokens": 6092, - "estimated_eval_tokens": 12440 + "serialized_chars": 24622, + "estimated_input_tokens": 6156, + "estimated_eval_tokens": 12568 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most PRs are separate model-addition efforts and should not be merged as duplicates. The only strong duplicate-like pair is the Step 3.7 Flash PR and its WIP/mini-model follow-up.", - "confidence": 0.96, + "summary": "Only the two Step 3.7 Flash PRs look like the same underlying change; the rest are separate model additions or an unrelated distributed-config change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46562 is the better canonical Step 3.7 Flash PR: it is the main model-addition change, while pull_request:46658 looks like a WIP/derivative variant built around the same model.", + "canonical_pr_reason": "PR 46562 is the cleaner representative of the duplicate pair: it is the focused Step 3.7 Flash model addition, while 46658 is a WIP supporting script bundle around the same feature and can be subsumed by 46562.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46562 is the best representative of the only true duplicate pair because it is the cleaner, more complete upstream implementation; 46658 appears to be a related WIP rather than a separate change.", + "best_pr_reason": "PR 46562 is the best overall PR candidate because it most directly and cleanly represents the Step 3.7 Flash feature; the other PRs are distinct features/models and do not form a duplicate cluster.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo) with different code paths and files; only broad Transformers scaffolding overlaps." + "reason": "Different model additions: ViT NEPA vs Molmo." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo2); shared auto/doc wiring is not enough to make them duplicates." + "reason": "Different model additions: ViT NEPA vs Molmo2." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Unrelated model families (ViT NEPA vs CTSM) despite both adding docs and auto-registration." + "reason": "Different feature areas: vision model addition vs time-series model addition." }, { "left": "pull_request:42978", "right": "pull_request:46705", "accept": false, - "reason": "ViT NEPA model addition vs distributed config infrastructure; different underlying changes." + "reason": "Unrelated changes: ViT model addition vs distributed configuration infrastructure." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model releases with different implementations and test suites; not the same change." + "reason": "Molmo and Molmo2 are related name-wise but are distinct model families and separate PRs." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are different model additions; overlap is only at generic framework registration/docs." + "reason": "Different model families and code paths: Molmo vs CTSM." }, { "left": "pull_request:43448", "right": "pull_request:46705", "accept": false, - "reason": "Model-addition PR versus distributed-configuration PR; no shared concrete bug or feature." + "reason": "Model addition vs distributed-config infrastructure; no shared bug/change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model additions with different model code and filenames." + "reason": "Different model families: Molmo2 vs CTSM." }, { "left": "pull_request:43451", "right": "pull_request:46705", "accept": false, - "reason": "Molmo2 model support and distributed config are different concerns; not duplicates." + "reason": "Model addition vs distributed-config infrastructure; not the same underlying change." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM time-series model addition is unrelated to Step 3.7 Flash vision-language model support." + "reason": "Different model additions: CTSM vs Step 3.7 Flash." }, { "left": "pull_request:45490", "right": "pull_request:46705", "accept": false, - "reason": "CTSM model addition vs distributed config infrastructure; different targets and code paths." + "reason": "Time-series model addition vs distributed config support; unrelated." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": true, - "reason": "Both PRs target the same Step 3.7 Flash model support; 46658 appears to be a WIP/mini-model variant of the same underlying implementation and could plausibly be merged into one PR." + "reason": "Both PRs target the same Step 3.7 Flash model support and overlap on the core implementation/auto-mapping changes, so they could plausibly be merged into one PR." } ] }, @@ -20644,136 +20744,136 @@ "pull_request:46579|pull_request:46719", "pull_request:43665|pull_request:46719" ], - "prepared_review_unit_hash": "bafa0c29e9e51e177f7889b41895e8614f00c98a90596964669a76afd6b45f3b", + "prepared_review_unit_hash": "bb7a586eead7ccb8565a33d5058e86250fb9535a67e132ebc3df8284ba727ce5", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 17, - "serialized_chars": 26388, - "estimated_input_tokens": 6597, - "estimated_eval_tokens": 13450 + "serialized_chars": 26395, + "estimated_input_tokens": 6599, + "estimated_eval_tokens": 13454 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 17, - "serialized_chars": 26388, - "estimated_input_tokens": 6597, - "estimated_eval_tokens": 13450 + "serialized_chars": 26395, + "estimated_input_tokens": 6599, + "estimated_eval_tokens": 13454 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated small fixes across tests, docs, CI, generation config, FP8 dequantization, and sparse attention. The only commonality is that several are broad code cleanups, but they do not look like the same underlying bug or change.", - "confidence": 0.26, + "summary": "These PRs are mostly unrelated fixes that only share broad themes like tests, generation, or model code. No soft edge looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46579 is the broadest code-level cleanup in the set and spans many core transformer files, so it is the closest thing to a cluster anchor, even though the cluster itself is heterogeneous.", + "canonical_pr_reason": "No single PR clearly subsumes the others; the set spans unrelated areas (Whisper tokenization, FP8 dequantization, CI infrastructure, docs, typo cleanup, generation validation, and sparse attention).", "best_issue_reason": null, - "best_pr_reason": "PR 46579 is the most representative standalone code change here; it touches core utilities and model code rather than being test-only, doc-only, or CI-only.", + "best_pr_reason": "PR 44815 is the strongest standalone fix: it targets a concrete FP8 dequant/padding code path and includes model-specific follow-up tests, making it the most substantive and clearly scoped change here.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different change types: Whisper tokenizer/test fix vs CLIP/ViT test assertions. Not the same underlying bug." + "reason": "Whisper tokenizer decode fix vs unrelated CLIP/ViT test edits; no shared concrete bug or code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test/tokenization work is unrelated to FP8 dequantization and loading logic in different subsystems." + "reason": "Whisper batching/timestamp decode vs FP8 dequant/loading logic; different subsystems and bugs." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test cleanup vs generation watermarking validation fix; no concrete code-path overlap." + "reason": "Tokenization decode fix vs generation/watermarking and Whisper model validation; not the same change." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compat alias for tie_weights is unrelated to typo cleanups across many files." + "reason": "Backward-compat tie_weights shim vs broad typo cleanup; unrelated objectives." }, { "left": "pull_request:43498", "right": "pull_request:46719", "accept": false, - "reason": "Tie-weights compatibility shim and sparse-attention layout fix address different code paths." + "reason": "tie_weights compatibility alias vs sparse-attention/minimax fix; no common code-path problem." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:44815", "accept": false, - "reason": "Test-file assertions are unrelated to CI memory/device-map behavior for Phimoe integration tests." + "reason": "Both touch tests, but one is unrelated CLIP/ViT test edits and the other is an FP8 runtime fix; not the same bug." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46380", "accept": false, - "reason": "Placeholder test edits do not match the concrete FP8 dequant bug fix." + "reason": "Unrelated test assertions in CLIP/ViT vs generation/Whisper runtime changes." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "Test-only changes are unrelated to generation config watermarking behavior." + "reason": "Test assertion edits vs CI memory-limit integration fix; different issues." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Test placeholders and typo cleanup are not the same underlying issue." + "reason": "Test edits vs typo sweep across many code/docs files; no shared underlying regression." }, { "left": "pull_request:43665", "right": "pull_request:46719", "accept": false, - "reason": "Unrelated test edits vs sparse-attention kernel/layout changes." + "reason": "Test-only model edits vs sparse-attention reshape fix; not the same change." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading changes and CI runner-memory fixes are different problems." + "reason": "FP8 dequantization fix vs CI runner memory cap; unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different bugs: FP8 quantization/dequantization vs generation watermarking config validation." + "reason": "Concrete FP8 tensor-scale padding/dequant bug vs generation watermarking/Whisper validation; different code paths." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "A shared core_model_loading filename is incidental; one is FP8 dequant logic, the other is broad typo cleanup." + "reason": "Runtime FP8 fix vs typo cleanup; not mergeable as one bug fix." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest/documentation updates do not indicate the same underlying code bug as typo fixes in implementation files." + "reason": "Doctest/documentation cleanup vs code typo sweep; different scope and bug class." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config validation and CI runner memory/device-map handling are unrelated." + "reason": "Generation/Whisper validation fix vs CI infrastructure tweak; no common underlying issue." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Watermarking-config validation and typo cleanup are different changes with different code paths." + "reason": "Watermarking/Whisper behavior fix vs typo-only cleanup; unrelated." }, { "left": "pull_request:46579", "right": "pull_request:46719", "accept": false, - "reason": "Broad typo cleanup across code files is unrelated to the MSA attention block-index reshape fix." + "reason": "Large typo sweep vs sparse-attention/minimax bug fix; different problems entirely." } ] }, @@ -20803,12 +20903,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "15510c7f8cdd465ea901c11d318fe9b1728bf384444fe321b802dacff57ded10", + "prepared_review_unit_hash": "cd163bde5bf9dcceb1e5b18c9f1efa230d6b5da33451e523462e7b5836cc0aab", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -20816,7 +20916,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -20825,18 +20925,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: they only overlap on a Vit test file, but one is a small setup/version/bot-check change while the other is a broader workflow/test-infrastructure diff. They do not appear to fix the same concrete bug or implement the same change.", - "confidence": 0.91, + "summary": "Two unrelated draft/test PRs: one changes packaging/versioning and a vit test, the other rewires CI/comment workflows and related testing utilities. They do not look like the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the better representative of the cluster because it contains the larger, multi-file change set; #43488 is a narrow setup/version test artifact and does not align with #43532's workflow/infrastructure edits.", + "canonical_pr_reason": "PR #43532 is the broader, more representative change in this cluster; #43488 is a narrow setup/version tweak and the two are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the strongest single representative here due to its broader scope and higher likelihood of being the main substantive change in the cluster.", + "best_pr_reason": "PR #43532 is the better cluster representative because it is the larger, more feature-like patch. PR #43488 is a separate setup/test PR, not the same code-path fix.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Shared Vit test filename is not enough: #43488 is a small setup/version/bot-check PR, while #43532 changes CI workflows, testing utilities, and related test code. They do not look like the same underlying fix or a mergeable single PR." + "reason": "Different targets and intent: #43488 edits setup.py, dependency metadata, and a vit test; #43532 changes GitHub Actions workflows plus testing/notification utilities. They share only a test filename and are not the same fix." } ] }, @@ -20866,7 +20966,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "236f61a983c238ed19efb2baee1846bf09932ce1fa4e1ec6befdc8eed6165df5", + "prepared_review_unit_hash": "d0a558cd80f9a8657b76cca7b7a8068e3e1ca1d03bc978fc62567af7b81ac08a", "component_budget": { "node_count": 2, "item_count": 2, @@ -20888,18 +20988,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct pull requests: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and pipeline plumbing, but they target different underlying features and model integrations, so they should not be deduplicated.", - "confidence": 0.93, + "summary": "These are related only at a broad subsystem level: both add new segmentation pipelines and associated docs/tests, but they target different tasks, different pipeline modules, and different model integrations. They are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two PRs implement different segmentation pipelines with different scopes and model backends, so neither can safely subsume the other.", + "canonical_pr_reason": "No single canonical PR: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation; they are separate feature additions with different code paths and docs.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the broader representative if one must be chosen: it covers a more general promptable visual segmentation pipeline and integrates more model/tests, making it the more central artifact in this cluster.", + "best_pr_reason": "Neither PR is a better duplicate representative of the other, because they implement distinct pipeline features rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Same broad segmentation area and shared docs/plumbing, but different concrete features: concept segmentation vs visual segmentation. They are not the same underlying change and would not plausibly be merged into one PR without losing feature distinction." + "reason": "Different pipeline features and task pages; shared docs/registration files are expected for adjacent additions, not evidence of the same underlying fix or change." } ] }, @@ -20929,7 +21029,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "8cec51eea6d7a0dc6f0dc1d38e25abd15c53c5b2b631a7e81a0cc4a89685c634", + "prepared_review_unit_hash": "b2dbb25bc1dc3df50bf06f457e0227084a56f06eb9240fbe2983da413f127658", "component_budget": { "node_count": 2, "item_count": 2, @@ -20951,18 +21051,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in `trainer.py`, but they address different Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not duplicates and should not be merged as the same change.", - "confidence": 0.96, + "summary": "Two open PRs in `trainer.py` both add custom-trainer extension points, but they address different code paths: gradient-accumulation loss scaling vs. dataloader column filtering. They are related thematically, not duplicate changes.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the more concrete bug fix: it changes the loss-scaling path in `training_step` and adds a dedicated `_loss_is_scaled_for_ga` hook for custom trainers. That is a single, well-scoped behavioral change.", + "canonical_pr_reason": "PR #43651 is the better representative of this cluster because it makes a clear, self-contained trainer behavior change with an explicit new hook for loss scaling. PR #43663 is a separate extension-point refactor in a different part of the trainer.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the best representative of the cluster because it fixes a specific training correctness issue in a single code path, whereas PR #43663 is a separate refactor of column-filtering behavior.", + "best_pr_reason": "PR #43651 is the strongest standalone PR here: it targets a concrete training-step bug/behavior and has the clearest, most specific implementation scope. PR #43663 is adjacent but distinct, so it is not a better cluster representative.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "They only share `trainer.py` and a broad Trainer subsystem. One is about gradient accumulation loss normalization, the other about signature-column extraction for data filtering; these are different code paths and not a single mergeable fix." + "reason": "Both touch `trainer.py` and both help custom trainers, but they change different mechanisms: loss scaling during training vs. signature-column filtering for dataset preprocessing. They do not look like the same underlying bug or mergeable fix." } ] }, @@ -20992,12 +21092,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "f140d3b21653f235b6c08a9bda7d2d0a9a5ee7567b84a3f1407589744845718f", + "prepared_review_unit_hash": "d13477053ddfaa322ae0699f1fa1a4631df4b81530766909d3766653b953b9e8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21005,7 +21105,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21014,18 +21114,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI serve module but address different annotation/import issues; they are related but not duplicates.", - "confidence": 0.84, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and address NameError-style typing issues, but they fix different failure modes: one is a broader annotation/future-import cleanup, the other is specifically about `TypeAdapter` when pydantic is absent.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "43842 is the cleaner canonical PR: it directly fixes the pydantic/TypeAdapter import problem with a minimal, targeted change and an explicit issue link.", + "canonical_pr_reason": "PR #43842 is the more specific, concrete bug fix: it directly targets `TypeAdapter` name resolution under the no-pydantic path and has a clear runtime failure mode.", "best_issue_reason": null, - "best_pr_reason": "43842 is the best representative of the cluster because it is the more specific and self-contained fix, while 43656 is a broader annotation/type-hint cleanup.", + "best_pr_reason": "PR #43842 is the best representative because its title and diff align tightly with a single actionable bug, whereas #43656 is a broader typing/annotation change with a less focused failure description.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and same general theme, but different concrete bugs: 43656 adds future annotations and rewrites type hints, while 43842 makes TypeAdapter optional under TYPE_CHECKING to avoid requiring pydantic. They could both live in serve.py, but they are not the same underlying fix." + "reason": "Shared file and similar typing-related NameError theme, but the code changes address different problems: #43656 is a broader future-annotations/forward-reference cleanup, while #43842 specifically fixes `TypeAdapter` import/name resolution when pydantic is missing. They are not the same concrete change and would not be merged as one PR." } ] }, @@ -21161,8 +21261,8 @@ "pull_request:44019|pull_request:44085", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", - "pull_request:44068|pull_request:44116", "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", "pull_request:44018|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", @@ -21192,8 +21292,8 @@ "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", - "pull_request:43997|pull_request:44018", "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", "pull_request:44018|pull_request:44161", @@ -21217,12 +21317,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "617ee52682ae1abe3fe153c9cc5acbfb7ea661c093047347aefcd1db9c14fa08", + "prepared_review_unit_hash": "74b2bcf00b07fbe7cf15b3bbf1a30817e93b50a1781169f7e2cacea36424871f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84899, + "serialized_chars": 84898, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -21230,7 +21330,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75094, + "serialized_chars": 75093, "estimated_input_tokens": 18774, "estimated_eval_tokens": 37804 }, @@ -21239,348 +21339,324 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a batch of model-specific output-tracing refactors tied to issue #43979, not true duplicates across models. The only clear duplicate-style pairs are within the GPT-Neo and GPT-J branches; the rest touch different code paths/models and should stay separate.", - "confidence": 0.9, + "summary": "This cluster is mostly a collection of similar but model-specific output-tracing refactors, not one duplicate change. The only clear duplicate-style overlaps are within the same model family, especially GPT-J/CodeGen and GPT-Neo.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly represents the whole cluster because most artifacts are separate model-specific refactors; if one must be chosen, #44722 is the strongest representative of the GPT-J/CodeGen duplicate branch with the broadest, most complete diff.", + "canonical_pr_reason": "PR 44722 is the strongest representative of the overlapping GPT-J/CodeGen refactor set because it covers the same concrete output-tracing change across the copied blocks and is the broadest version among the close variants.", "best_issue_reason": null, - "best_pr_reason": "#44722 is the best representative PR among these because it is the latest and most complete standardized output-tracing refactor for the GPT-J/CodeGen path, with an explicit issue link and substantial code coverage.", + "best_pr_reason": "PR 44722 is the best anchor for the duplicate-prone subset: it targets the same concrete code-path change as the GPT-J variants and is the most consolidated version of that refactor.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and files (CVT/FNet vs GPT-J); same tracking issue is not enough to merge them as duplicates." + "reason": "Same tracking theme, but different models and code paths (CVT/FNet vs GPT-J)." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet refactor and DeBERTa-v2 refactor are separate model changes, not the same underlying code-path fix." + "reason": "Different model families; only the general output-tracing theme matches." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both target the GPT-J output-tracing rewrite in the same file; 44066 is a broader version that also carries the CodeGen copy, so these are plausibly one PR." + "reason": "Both refactor the same GPT-J output-tracing code path, and the narrower PR fits inside the broader GPT-J/CodeGen change set." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are separate model implementations; these are analogous refactors, not duplicates." + "reason": "ResNet and EfficientNet are separate model implementations with distinct refactors." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated model paths, so this is only a thematic similarity." + "reason": "Different models; shared standardized-tracing theme is too broad to be a duplicate." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are different code paths and different model families." + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated concrete changes." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations; shared issue target is not enough." + "reason": "Different models and separate code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different model-specific refactors, not one concrete bug fix." + "reason": "GPT-J/CodeGen and MGP-STR are unrelated model changes." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate output-tracing migrations in different code paths." + "reason": "Different model families; same refactor pattern is not enough." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo file, same output-tracing migration, and the later PR is a near-duplicate/refinement of the same change." + "reason": "Both target GPT-Neo output tracing in the same file and appear to be overlapping versions of the same fix." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different models and different forward paths." + "reason": "GPT-J/CodeGen vs GPT-Neo; same general pattern but not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model refactors, not the same underlying change." + "reason": "Different models and separate concrete code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model paths." + "reason": "ResNet and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different code paths with only superficial similarity." + "reason": "Different models; only the output-tracing refactor style overlaps." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model implementations; this is only a shared refactor theme." + "reason": "ResNet vs GPT-J; not the same underlying bug or change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are distinct models and do not fix the same concrete bug." + "reason": "GPT-Neo and ResNet are separate model refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate output-tracing changes in different model families." + "reason": "Different models and code paths." }, { "left": "pull_request:44068", - "right": "pull_request:44116", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model-specific refactors." + "reason": "GPT-Neo vs GPT-J/CodeGen are different model-specific changes." }, { "left": "pull_request:44068", - "right": "pull_request:44722", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model branches, so these are not duplicates." + "reason": "GPT-Neo and Flaubert are unrelated concrete refactors." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different code paths and different model families." + "reason": "Different models; the shared decorator theme is too broad." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model implementations." + "reason": "MPT and GPT-J/CodeGen are separate code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are distinct model refactors, not one fix." + "reason": "GPT-Neo vs GPT-J; similar refactor pattern, but not duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different models; same issue label does not make them duplicates." + "reason": "Different model families and different implementation details." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model paths." + "reason": "GPT-Neo and MGP-STR are unrelated concrete changes." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are separate output-tracing changes, not the same bug or change." + "reason": "GPT-2 and MGP-STR are separate model refactors." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different models and code paths." + "reason": "GPT-J vs MGP-STR; same meta-pattern only." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model-specific refactors." + "reason": "ViLT and Flaubert/XLM are different model families." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different model families; this is only thematic overlap." + "reason": "GPT-2 refactor is unrelated to GPT-J/CodeGen despite similar tooling." }, { - "left": "pull_request:44018", + "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are separate model implementations." + "reason": "GPT-Neo and MPT are distinct model changes." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are unrelated code paths; shared standardized-tracing theme is too broad." + "reason": "SegFormer and LongT5 are unrelated concrete refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", - "accept": false, - "reason": "RegNet and Segformer are different model families and fixes." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and MGP-STR are unrelated model changes." + "reason": "MPNet and Flaubert/XLM are separate model-specific changes." }, { "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet and VisualBert are distinct model refactors, not duplicates." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44017", "accept": false, - "reason": "MPNet and Flaubert/XLM are separate model-specific changes." + "reason": "RegNet vs SegFormer are different models and code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-2 and MPT are different models with separate output code." + "reason": "MPT and SpeechT5 are unrelated concrete implementations." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated model paths." + "reason": "Different model families; same refactor style is not enough." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different models; no shared concrete bug." + "reason": "RegNet and LongT5 are separate model changes." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different implementations." + "reason": "TextNet and Flaubert/XLM are unrelated model-specific refactors." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated code paths." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44068", - "accept": false, - "reason": "MPNet and GPT-Neo are separate model refactors." + "reason": "RegNet and GPT-Neo are different code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "RegNet and MPNet are different model families." + "reason": "MPT and ImageGPT are distinct implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and ImageGPT are unrelated output-tracing changes." + "reason": "SqueezeBert and MPT are different model families." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "TextNet and LongT5 are separate model-specific refactors." + "reason": "SqueezeBert and VisualBert are unrelated concrete changes." }, { "left": "pull_request:44018", - "right": "pull_request:44161", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and LongT5 do not share the same underlying code-path problem." + "reason": "GPT-Neo and SpeechT5 are separate model refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44071", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet and MPT are unrelated model implementations." + "reason": "RegNet and TextNet are unrelated model implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44044", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and DeBERTa-v2 are different models and different fixes." + "reason": "SqueezeBert and GPT-Neo are different models and code paths." }, { - "left": "pull_request:44044", + "left": "pull_request:43997", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa-v2 and SpeechT5 are separate model-specific output-tracing changes." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa-v2 and VITS are unrelated model paths." + "reason": "RegNet and SpeechT5 are unrelated concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family, same core code path, and the later PR looks like a consolidated follow-up." + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is a broader version of the same concrete change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same file; 44722 is the broader consolidated version." + "reason": "Both cover the same GPT-J output-tracing change, and 44722 subsumes the GPT-J-specific variant." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are different model branches." + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet are different model families." + "reason": "Different models; same issue target does not make them duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated model-specific refactors." + "reason": "CVT/FNet and SpeechT5 are unrelated concrete refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa-v2 and SpeechT5 fix different model code paths." + "reason": "DeBERTa and SpeechT5 are different model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa-v2 and VITS are unrelated changes." + "reason": "DeBERTa and Vits are unrelated concrete changes." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and suitably conservative overall. The summary sticks to the packet, and the accepted pairs are same-model/same-file refactors that plausibly merge into one bugfix PR. I don\u2019t see an overclaim that would justify rejection." + "feedback": "The summary is grounded in the packet and stays conservative: it correctly characterizes the cluster as mostly model-specific standardized output-tracing refactors, and it limits duplicate-style overlap to closely related same-family PRs. The accepted soft-edge pairs are plausible mergeable single-bugfix candidates, especially within GPT-J/CodeGen and GPT-Neo. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -21618,12 +21694,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "76011e5a80b523345e5c5701eb8a19fe5b18810361d028375fd04273e6a7c84d", + "prepared_review_unit_hash": "3d19c769aa22e566617c87cc1c06841fc69d4dc48903b4c9ffa197564f345fd9", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84899, + "serialized_chars": 84898, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -21640,48 +21716,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific migrations to the same library-wide output-capture/tracing pattern, but they affect different models and code paths, so they are not duplicates of one another.", - "confidence": 0.92, + "summary": "These PRs are all part of the same broad cleanup theme\u2014migrating different model implementations to standardized output-capture / tuple-return helpers\u2014but they touch distinct model codepaths, so they are not duplicates of one another.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative: it explicitly targets an issue, clearly refactors a concrete model output-tracing path, and fits the shared standardized capture_outputs theme.", + "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: its title and diff directly describe the standardized output-tracing refactor and it uses both `capture_outputs` and `can_return_tuple`, making it a good anchor for this migration pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is a good cluster representative because it is explicit about the intended refactor and has the clearest linkage to a tracking issue, but it is still model-specific rather than a superset of the other PRs.", + "best_pr_reason": "PR 44073 is the best single representative because it is explicit about the refactor goal and shows the core decorator-based output-tracing change in a complete, recognizable form.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Different models and forward paths (FocalNet vs ImageGPT); same refactor theme, but not the same concrete change." + "reason": "Both are standardized-output refactors, but they target different models and files (FocalNet vs ImageGPT) with separate forward paths; they are not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate implementations with different output handling; these are parallel migrations, not one duplicate fix." + "reason": "VisualBert and TextNet are different model implementations; the PRs share a refactor pattern but not a concrete code-path bug/change that could be merged into one PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert touch different model stacks and call sites; they share a refactor pattern, not the same bug or change." + "reason": "MPNet and VisualBert implement the same general migration idea in different encoder stacks, but the codepaths and model-specific output plumbing differ." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are model-specific output-tracing updates in different subsystems, so they should not be merged as duplicates." + "reason": "These are separate model refactors for MPNet and TextNet; similar decorator usage does not make them duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; similarity is only at the decorator/refactor level." + "reason": "RegNet and SqueezeBert are unrelated model codepaths; both are output-tracing cleanups, but they do not fix the same concrete problem." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both migrate output handling, but for different models and distinct implementations, so this is not the same underlying change." + "reason": "SqueezeBert and SpeechT5 are distinct architectures with different output handling; the shared theme is too broad to treat them as the same change." } ] }, @@ -21761,268 +21837,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "b7c30bdda798854f8b31af036831da34297384148ba806de7142966c7963516d", + "prepared_review_unit_hash": "def71d69e93fb79dde8e0bd7337fd5e8297f67357131271972ac4229b3bfedc5", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40173, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40173, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of model-specific output-tracing refactors, not a single duplicate change. The PRs share a common theme (`can_return_tuple`, output capture, forward-signature cleanup), but each targets a different model/code path, so the soft edges should be rejected.", - "confidence": 0.96, + "summary": "This is a cluster of similar output-tracing refactor PRs across different model implementations, but they do not appear to be duplicates of one another.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the closest representative of the shared refactor theme because it updates two tightly related depth-anything variants, but there is no true canonical PR for the whole cluster since the changes are independent per model.", + "canonical_pr_reason": "No true canonical PR: each PR targets a different model-specific forward/output path, so none is merge-equivalent to the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best single representative of the cluster\u2019s theme, but only as a broad exemplar; it is not a duplicate of the others and should not subsume them.", + "best_pr_reason": "44003 is the strongest representative of the pattern because it spans two related model files and adds the most complete output-capture plumbing, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`timm_backbone` vs `upernet`); same refactor pattern, but separate code paths." + "reason": "Same refactor theme, but timm_backbone and upernet are different model code paths and not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); both are output-tracing cleanups, not the same change." + "reason": "Both are output-tracing refactors, but timm_backbone and vision_text_dual_encoder are unrelated implementations." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`timm_backbone` vs `univnet`); only a shared helper refactor theme." + "reason": "Different model families and forward logic; this is only a shared refactor pattern, not one duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (`timm_backbone` vs `mamba/falcon_mamba`); not one concrete bug or patch." + "reason": "timm_backbone and falcon_mamba/mamba touch different code paths and model architectures." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`timm_backbone` vs `rwkv`); same tooling theme, distinct implementation." + "reason": "Different model implementations; similar tracing cleanup does not make these the same change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `univnet`); both refactor output handling, but not the same underlying change." + "reason": "MobileNetV1 and UnivNet are distinct models with different output signatures and code paths." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `upernet`); no shared code path." + "reason": "These PRs refactor different model classes, so they are not the same bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `depth_anything`); same tracing cleanup theme only." + "reason": "MobileNetV1 and Depth Anything are unrelated model implementations despite similar output-tracing edits." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `vision_encoder_decoder`); unrelated implementations." + "reason": "Different model families and files; no evidence of a shared concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `speech_encoder_decoder`); not one duplicate fix." + "reason": "MobileNetV1 and Speech Encoder-Decoder are separate code paths, not a duplicate PR." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `univnet`); both adjust output signatures, but separately." + "reason": "Vision-text dual encoder and UnivNet are different models; the shared refactor pattern is too broad to be a duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `upernet`); only a broad refactor similarity." + "reason": "These update different model implementations, not one common underlying bug." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model areas (`vision_text_dual_encoder` vs `mamba/falcon_mamba`); not mergeable as one PR." + "reason": "Vision-text dual encoder and falcon_mamba/mamba are unrelated code paths with no mergeable overlap." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `depth_anything`); same helper usage, different code paths." + "reason": "Same tracing theme, but the models and forward paths are different." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`univnet` vs `upernet`); same output-tracing refactor family, not the same artifact." + "reason": "UnivNet and UperNet are unrelated model code paths." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different models (`univnet` vs `mamba/falcon_mamba`); no shared concrete bug." + "reason": "These PRs touch different architectures and cannot be treated as the same fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models (`univnet` vs `depth_anything`); unrelated model-specific refactors." + "reason": "Different models and different output contracts; only the refactor style is shared." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`upernet` vs `rwkv`); only thematic overlap." + "reason": "UperNet and RWKV are distinct implementations with no shared concrete bug." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (`upernet` vs `mamba/falcon_mamba`); no single code-path fix." + "reason": "Different model families and output paths; not the same underlying change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`mamba/falcon_mamba` vs `superpoint`); same refactor motif, not a duplicate." + "reason": "falcon_mamba/mamba and SuperPoint are unrelated models; the similarity is only in refactoring pattern." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`mamba/falcon_mamba` vs `codegen`); distinct implementation changes." + "reason": "Falcon/Mamba code and CodeGen code are separate paths; these are not the same PR-worthy fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`timm_backbone` vs `codegen`); not the same underlying fix." + "reason": "timm_backbone and CodeGen are different model implementations, so this is not a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`univnet` vs `codegen`); shared pattern only." + "reason": "UnivNet and CodeGen have unrelated forward/output behavior." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`upernet` vs `codegen`); separate refactors." + "reason": "UperNet and CodeGen are separate models with different code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); not one mergeable PR." + "reason": "Depth Anything and Vision Encoder-Decoder are unrelated model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`); only broad output-tracing similarity." + "reason": "Depth Anything and Speech Encoder-Decoder are different code paths and not a duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`depth_anything` vs `superpoint`); no shared code path." + "reason": "Depth Anything and SuperPoint are distinct models; similar refactoring is not enough." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`depth_anything` vs `rwkv`); same refactor idea, different implementations." + "reason": "Different model families and different forward/output semantics." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`depth_anything` vs `dpr`); not the same change." + "reason": "Depth Anything and DPR are separate implementations, so not the same underlying bug or change." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`vision_encoder_decoder` vs `rwkv`); only thematic overlap." + "reason": "Vision Encoder-Decoder and RWKV are unrelated model code paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different model families (`vision_encoder_decoder` vs `speech_encoder_decoder`); similar wrapper refactor, but not duplicate." + "reason": "These target different encoder-decoder implementations and are not merge-equivalent." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`vision_encoder_decoder` vs `superpoint`); no concrete shared bug." + "reason": "Vision Encoder-Decoder and SuperPoint are distinct models with different outputs." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`vision_encoder_decoder` vs `dpr`); separate output-signature changes." + "reason": "Different architectures; no evidence they fix the same concrete issue." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`speech_encoder_decoder` vs `superpoint`); only a broad refactor match." + "reason": "Speech Encoder-Decoder and SuperPoint are unrelated code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`speech_encoder_decoder` vs `rwkv`); not the same code path." + "reason": "These are different model families, not the same underlying change." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`speech_encoder_decoder` vs `dpr`); distinct changes." + "reason": "Speech Encoder-Decoder and DPR have different forward signatures and behavior." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`superpoint` vs `rwkv`); same tracing theme, but not one bug." + "reason": "SuperPoint and RWKV are unrelated models; only the refactor style matches." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`superpoint` vs `dpr`); separate refactors." + "reason": "SuperPoint and DPR touch different code paths and should not be merged as duplicates." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`rwkv` vs `dpr`); only high-level similarity in output handling." + "reason": "RWKV and DPR are different model implementations with no shared concrete bug." } ] }, @@ -22052,12 +22134,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "0920210b6c636db7cf6a077b92b49703d0a32009fde192ae234f1dda342129d8", + "prepared_review_unit_hash": "57c99ac5b237d9c447cc8067329a9e64078153c925d833f339c46a8621021cf1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6550, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22065,7 +22147,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6550, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22074,18 +22156,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs: PenguinVL and Voxtral TTS. They share some boilerplate auto-registration/docs paths, but they do not target the same code path or bug, so the soft duplicate link should be rejected.", - "confidence": 0.98, + "summary": "Both items are pull requests adding entirely different model integrations: PenguinVL and Voxtral TTS. They share some boilerplate Auto/registry/docs files, but the concrete code paths, model classes, and purpose are unrelated, so they should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44662 is the more mature standalone implementation (non-draft, extensive review activity, full model/test/docs rollout) and is the better representative PR in this cluster; 45401 is a separate TTS addition.", + "canonical_pr_reason": "PR 45401 is the better canonical representative only because it has an explicit issue target and a more self-contained model addition; however, it is still a distinct feature from PR 44662.", "best_issue_reason": null, - "best_pr_reason": "PR 44662 is the strongest standalone PR here because it is a complete model implementation with tests and documentation, while 45401 is a different model family and draft.", + "best_pr_reason": "PR 45401 is the strongest single representative of the cluster metadata-wise, but this cluster is not a true duplicate set; PR 44662 is a separate PenguinVL implementation and should remain distinct.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model families and different changes (PenguinVL vs Voxtral TTS); shared docs/auto-registry files are generic scaffolding, not evidence of the same underlying fix." + "reason": "Different models and code paths: PenguinVL vs Voxtral TTS. Shared registry/docs files are just standard integration boilerplate, not evidence of the same underlying change." } ] }, @@ -22115,7 +22197,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "64a4f41566511991b4655196d533040c37360b25286b14dbca5f082f032f4bbb", + "prepared_review_unit_hash": "9bf5c791ab8e15ce1b610a9338d00afc74e5ccb9d226057e45c217d9391f7fab", "component_budget": { "node_count": 2, "item_count": 2, @@ -22137,18 +22219,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related fusion-feature PRs, but they target different layers and concrete changes: one adds a generic module-fusion API, the other wires in n-to-1 kernel fusion through KernelConfig and integrations. They are not duplicates and should not be merged as one PR.", - "confidence": 0.92, + "summary": "These PRs are related to module/kernel fusion, but they are not the same change: #44979 adds a generic Module Fusion API, while #45363 wires n-to-1 kernel fusion through KernelConfig and model loading integrations. They overlap conceptually, but they touch different code paths and are not mergeable as one duplicate PR.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more specific, user-facing fusion change and touches the actual integration path (KernelConfig, modeling_utils, hub_kernels), so it is the better anchor for this cluster than the lower-level Module Fusion API PR.", + "canonical_pr_reason": "#44979 is the more foundational change: it introduces the core Module Fusion API and test coverage, whereas #45363 is a separate integration layer built on top of that idea.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the strongest representative because it implements a concrete end-to-end kernel-fusion workflow rather than only introducing the underlying module-fusion scaffolding.", + "best_pr_reason": "#44979 is the best representative for the cluster because it defines the underlying fusion abstraction rather than a specific downstream use of it.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They share the broad fusion theme, but 44979 adds a generic module-fusion API while 45363 implements n-to-1 kernel fusion via KernelConfig and integration changes. Different scope, different code paths, not the same change." + "reason": "Do not treat as duplicates: #44979 creates a generic module-fusion API, while #45363 implements a separate KernelConfig-based kernel fusion path in modeling/integration code. They share a theme but not the same concrete fix or code path." } ] }, @@ -22178,12 +22260,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "1f09adb7d4a821b555a461b318c775f9ffa03f9c5e11ad2f2bb86e8d208115db", + "prepared_review_unit_hash": "82ff000b78b9194d7d8582af6fde04eb5905d4f1b67d9f86097773a8e73f7b13", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -22191,7 +22273,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -22200,18 +22282,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete patch because it includes tests.", - "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it addresses the same bug as 45086 but adds test coverage and appears to be the more complete, review-ready fix.", + "summary": "Both PRs patch the same Mistral regex pre-tokenizer AttributeError in the same file; 45317 is the stronger representative because it adds test coverage and is the more complete fix.", + "confidence": 0.98, + "canonical_issue_reason": "No issue artifact is present in the cluster; the shared target is issue #45081 referenced by both PRs.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it implements the same code-path fix as #45086 and also includes test coverage and a clearer, more complete change set.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest representative because it fixes the same concrete code path and includes validation via tests, making it the best single artifact to keep.", + "best_pr_reason": "PR #45317 is the best representative of the fix: same underlying bug, same source-file change, plus tests that validate the AttributeError regression.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same function and file; the changes are functionally aligned and could be merged into one PR." + "reason": "Same underlying Mistral regex AttributeError fix in the same function/file; #45317 is essentially the fuller version of the #45086 patch, with added tests." } ] }, @@ -22245,12 +22327,12 @@ "pull_request:45569|pull_request:46565", "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "3bf906c0484bda575cd0670cceedd6e05e522f9d7f6809f7d2318b3af324b587", + "prepared_review_unit_hash": "cbcd3cc85ca5f986f70be9ff118c3679c24118575e393a195b8ec48240d21292", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13740, + "serialized_chars": 13739, "estimated_input_tokens": 3435, "estimated_eval_tokens": 7126 }, @@ -22258,7 +22340,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13740, + "serialized_chars": 13739, "estimated_input_tokens": 3435, "estimated_eval_tokens": 7126 }, @@ -22267,30 +22349,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by naming and some shared auto/docs plumbing, but they cover distinct changes: a NemotronH refactor, a NemotronH dense/sparse split, Nemotron ASR streaming, and Nemotron 3.5 ASR streaming. I do not see a true duplicate pair among them.", - "confidence": 0.95, + "summary": "No true duplicates here: the cluster splits into two NemotronH architecture refactors (45115/45569) and two separate Nemotron ASR streaming additions (46332/46565). The overlaps are mostly shared docs/auto-wiring, not the same concrete code change.", + "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46565 is the broadest ASR-related change in the set, but it is still not a duplicate of the others; the PRs target different model families and code paths.", + "best_pr_reason": "PR 45569 is the most substantial and self-contained NemotronH architecture refactor, so it is the best single representative if one must be chosen; however, it is not a duplicate of the ASR PRs.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both mention NemotronH and touch auto/model files, but one is a GraniteMoeHybrid refactor while the other splits NemotronH into dense/sparse variants; different underlying changes." + "reason": "Related NemotronH work, but 45115 is a GraniteMoeHybrid-style conversion/inheritance refactor while 45569 introduces separate dense/sparse NemotronH model packages; not the same underlying change." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "Shared docs/auto filenames are only broad infrastructure overlap; one is NemotronH architecture work and the other is Nemotron 3.5 ASR streaming, so they are not the same fix/change." + "reason": "They only overlap on generic docs/auto plumbing. 45569 is a NemotronH architecture split, while 46565 adds Nemotron 3.5 ASR streaming; different model family and code path." }, { "left": "pull_request:46332", "right": "pull_request:46565", "accept": false, - "reason": "Both are ASR-related, but they target different model generations (Nemotron ASR vs Nemotron 3.5 ASR) and likely different implementation paths; too distinct to merge as duplicates." + "reason": "Both are ASR-related, but one targets Nemotron ASR and the other Nemotron 3.5 ASR. Different models and implementation details, so they should not be merged as duplicates." } ] }, @@ -22320,12 +22402,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "06abcbaa82c310ebd7a8591ddfedce1c7067e8726388ac8c2b2aba97e117f8de", + "prepared_review_unit_hash": "051fdc127a7ea1ae23f022f362aa80363668e21ec00fffe178eb8953b1ec92d8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, + "serialized_chars": 5466, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -22333,7 +22415,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, + "serialized_chars": 5466, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -22342,18 +22424,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs for heterogeneous-model support, but they cover different layers of the stack: one adds per-layer config plumbing, the other adds model/cache/runtime handling. Related, but not the same duplicate change set.", - "confidence": 0.89, + "summary": "These are related umbrella PRs for heterogeneous-model support, but they are not duplicates: one adds per-layer config support, while the other adds broader modeling/cache integration built on top of that config work.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45333 is the more foundational, self-contained change: it introduces per-layer configuration support that the model/runtime work builds on.", + "canonical_pr_reason": "PR 45332 is the broader umbrella change: it covers heterogeneous modeling/cache behavior and references the shared heterogeneity infrastructure, making it the better canonical representative of the feature set.", "best_issue_reason": null, - "best_pr_reason": "PR #45333 is the best single representative because it defines the config mechanism that the broader heterogeneous modeling support depends on.", + "best_pr_reason": "PR 45332 is the most representative cluster member because it spans the larger end-to-end heterogeneous model support rather than only per-layer configuration plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Not a duplicate pair: #45332 is the broader modeling/cache/runtime implementation, while #45333 is specifically per-layer config support. They are related parts of one feature, but not the same concrete fix/change." + "reason": "Related feature work, but not the same concrete bug/change. 45333 adds heterogeneous config plumbing; 45332 adds model/cache support that depends on that plumbing. They could land separately and are not plausibly one merged fix for a single code-path problem." } ] }, @@ -22383,12 +22465,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "508ed381e616c552b3acda30ef9142c82f3cb3b99aacd5afc29490cdbd6dccc3", + "prepared_review_unit_hash": "726800d6fce9f2c98da54d3e3ebe86d8023b686c779e87ce020f391a4dd5c6d7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -22396,7 +22478,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -22405,18 +22487,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they address different scopes: #45415 is a broad repo-wide type-checking pass, while #45425 adds/adjusts typing protocols and helpers for specific modeling code paths. They are not the same underlying change.", - "confidence": 0.81, + "summary": "Both pull requests are typing-related, but they address different changes: one is a broad type-checking sweep across many files, while the other adds shared typing protocols/aliases used by a smaller set of modules. They can coexist and are not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#45425 is the more focused, self-contained typing-infrastructure change; #45415 is a wider type-checking sweep across many files.", + "canonical_pr_reason": "No single canonical PR: PR 45415 is a repo-wide typing cleanup, while PR 45425 adds specific typing abstractions and protocol definitions for model/PEFT-related code.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the better representative of this cluster because it is a concrete code-typing change rather than a broad lint/type-check cleanup across the tree.", + "best_pr_reason": "PR 45425 is the more self-contained representative of the cluster because it introduces reusable typing definitions; PR 45415 is a much broader cleanup pass with config and many unrelated file edits.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not treat as duplicates: #45415 is a broad type-checking cleanup, while #45425 introduces specific typing protocols/aliases for modeling_utils and related integrations. They share a typing theme and some files, but not the same concrete bug/change." + "reason": "Different scope and purpose: 45415 is a broad type-checking sweep, while 45425 adds typing protocols/aliases for specific APIs. They are related by theme, not the same fix." } ] }, @@ -22446,40 +22528,40 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "9543f9a07d26c812207a6437b3d5760d5097ee27d79bd518c0d62ca0758326ff", + "prepared_review_unit_hash": "cdbeb43150b06931837eb93e56e384134f9fbaa3e08ad888cd862ae931ce07cb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4949, - "estimated_input_tokens": 1238, - "estimated_eval_tokens": 2732 + "serialized_chars": 4948, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4949, - "estimated_input_tokens": 1238, - "estimated_eval_tokens": 2732 + "serialized_chars": 4948, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate cache-related bugfix PRs for different model families and different code paths: Qwen3.5/Qwen3-next/Olmo hybrid linear attention cached forward vs Mamba2 `use_cache` with multi-token sequences. They are not the same underlying change.", - "confidence": 0.96, + "summary": "These are two unrelated pull requests: one fixes multi-token cached forward for Qwen3.5/GDN linear attention across several Qwen/Olmo files, and the other fixes Mamba2 use_cache behavior when seq_len > 1. They share only a broad cached-forward theme, not the same bug or code path.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the tighter, more self-contained fix: it targets one concrete Mamba2 `use_cache` bug, has an explicit linked issue, and the diff is focused on a single model path.", + "canonical_pr_reason": "PR #46084 is the cleaner canonical PR for this cluster because it has an explicit issue link, a narrowly described bug, and a focused Mamba2 code-path fix.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the best representative of the cluster because it is narrowly scoped and clearly tied to a specific reported bug, whereas PR #45513 spans multiple model files and a broader attention/cache fix.", + "best_pr_reason": "PR #46084 is the best representative overall: it is tightly scoped, clearly tied to a specific reported issue, and is easier to triage than the broader multi-model Qwen3.5 PR.", "soft_edge_verdicts": [ { - "left": "pull_request:45513", - "right": "pull_request:46084", + "left": "[Qwen3.5] Fix GDN linear attention multi-token cached forward", + "right": "Fix use_cache with seq_len > 1 ( #46032)", "accept": false, - "reason": "Both mention cached forward/use_cache problems, but they fix different architectures and implementations: Qwen3.5/Qwen3-next/Olmo hybrid linear attention vs Mamba2 CUDA kernel cache handling. The underlying bugs and code paths are not the same." + "reason": "Different model families and different failures: Qwen3.5 GDN linear attention vs Mamba2 cache handling. Shared cached-forward wording is too broad to treat as the same underlying bug." } ] }, @@ -22509,7 +22591,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "651e49646d73d0b95d209750a210222fc2747349870148eee7da814c2bdd3bc9", + "prepared_review_unit_hash": "bd1a8eb2a6185e7adb64885548254bfefcd1c202af0c882de1aa9ba33a159dc8", "component_budget": { "node_count": 2, "item_count": 2, @@ -22531,18 +22613,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct EP-related pull requests: one fixes serialization/loading of `distributed_config` for EP + DeepSpeed ZeRO-3, the other fixes expert parameters being overwritten during EP + FSDP2 loading. They overlap in `modeling_utils.py` but address different failure modes and code paths.", - "confidence": 0.96, + "summary": "Both PRs are about expert parallelism loading, but they fix different concrete failure modes: one targets DeepSpeed ZeRO-3/accelerate launch config handling, the other fixes FSDP2/rank-0 broadcast overwriting expert weights. They share a subsystem and one file, but not the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the stronger canonical PR because it targets a concrete loading bug with broader code impact, touches the actual load path (`core_model_loading.py`) plus EP integrations, and has a clear failure mode: experts being overwritten by rank-0 broadcast.", + "canonical_pr_reason": "PR 45662 is the stronger canonical PR for this cluster because it addresses the more explicit, concrete EP loading corruption path and spans the relevant loading codepaths where the overwrite occurs.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best representative item for this cluster since it addresses a specific, user-visible EP loading corruption bug with explicit code-path changes. PR 45548 is related only by general EP support and a shared utility file.", + "best_pr_reason": "PR 45662 is the best representative because its title and diff directly describe the expert-overwrite bug and the fix touches the actual load/dispatch path, whereas 45548 is a narrower config/serialization fix for a different launch scenario.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both are about expert parallelism, but they fix different bugs: 45548 preserves `distributed_config` and exposes `has_ep` for DeepSpeed ZeRO-3/accelerate loading, while 45662 prevents expert parameters from being overwritten during FSDP2 loading. Shared subsystem and one shared file are not enough to treat them as the same change." + "reason": "They both involve EP loading, but 45548 fixes DeepSpeed ZeRO-3 config serialization/`has_ep` detection, while 45662 fixes FSDP2/post-shard wrapping to prevent expert parameters from being overwritten. Different bug, different code path, so not a duplicate." } ] }, @@ -22572,7 +22654,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "7d55f21ffae0c47d7174bd77674c0d46d9c60ad8ebbe93ec51d889f8daf3db96", + "prepared_review_unit_hash": "14b45bc16c6197b9da8977a7216727bed75cdd705965b69b2b9c5ddad78e04f0", "component_budget": { "node_count": 2, "item_count": 2, @@ -22594,18 +22676,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging problem in transformers testing utilities, and PR 45645 appears to be the fuller version of the same fix.", - "confidence": 0.89, + "summary": "These are closely related PRs around the same xdist-safe captured_info logging fix; PR 45645 is the broader superset and better canonical representative.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe file handling plus the CI workflow update needed to preserve and aggregate the logs; PR 45639 is a narrower subset of that change.", + "canonical_pr_reason": "PR 45645 is the most complete representative: it includes the xdist-safe `testing_utils.py` fix from 45639 and adds the CI/workflow changes needed to preserve and aggregate multiple captured_info files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative of the cluster: it fixes the collision in the code path and also updates the CI consumer of those artifacts, making it the more complete end-to-end change.", + "best_pr_reason": "PR 45645 is the best cluster representative because it covers the core bug fix plus the surrounding CI handling, while 45639 is a narrower subset of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug/change: xdist-safe captured_info logging for patched testing methods. They share the issue target and overlapping files, and 45645 extends the same fix with workflow changes, so they could plausibly be combined into one PR." + "reason": "Both PRs fix the same underlying xdist collision in `captured_info` handling and share the key `testing_utils.py` change; 45645 appears to be a superset that could plausibly absorb 45639." } ] }, @@ -22635,7 +22717,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "00495f84fa11b4debd02de76e5e0df2f926f6677dc2d0e3c32f2c35ec7c4ab5f", + "prepared_review_unit_hash": "749dec0c51f75998018908f81723ad9fb5cd0d93bca175f44c79dc4324978ce9", "component_budget": { "node_count": 2, "item_count": 2, @@ -22657,18 +22739,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate linter-related PRs that overlap in some model files but address different code paths and different rules: TRF003 changes forward signatures/return_dict handling, while TRF018 changes weight initialization patterns.", - "confidence": 0.98, + "summary": "Two open PRs from different lint-rule tracks: one refactors model forward signatures for TRF003, the other rewrites initialization patterns for TRF018. They overlap in some model files but target distinct code paths and are not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR for duplication: 45720 and 46259 target different lint rules and different fixes, despite both touching modeling files.", + "canonical_pr_reason": "PR 45720 is the better canonical representative for this cluster because it is a focused forward-path API refactor; the other PR addresses a separate initialization-rule sweep.", "best_issue_reason": null, - "best_pr_reason": "45720 is the cleaner, more focused representative of the cluster\u2019s linter/modeling theme, but it is still not a duplicate of 46259.", + "best_pr_reason": "PR 45720 is the strongest standalone PR in the cluster: it has a clear, coherent change set centered on forward-method behavior, whereas PR 46259 is a different lint-rule implementation over unrelated init code.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Overlapping model files and linter framing are too broad to imply duplication. 45720 fixes TRF003 return_dict/can_return_tuple behavior; 46259 fixes TRF018 initialization logic. Different underlying problems, so do not merge." + "reason": "Reject: these are different rule implementations touching different code paths. 45720 changes model forward signatures/tuple-return behavior, while 46259 changes weight initialization logic. Shared model filenames are incidental and they would not be merged into one PR." } ] }, @@ -22764,12 +22846,12 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "962397388567221e3a006bfb570a904dab9089cfce78dcc8c7b825ddfaf814ca", + "prepared_review_unit_hash": "41e7ef514d7470f63daca36c5de246814d244dbe669e207a1c70c53eb94dec21", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5199, + "serialized_chars": 5200, "estimated_input_tokens": 1300, "estimated_eval_tokens": 2856 }, @@ -22777,7 +22859,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5199, + "serialized_chars": 5200, "estimated_input_tokens": 1300, "estimated_eval_tokens": 2856 }, @@ -22786,18 +22868,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only superficially similar: both touch testing/CI, but 45932 is a model/CI change for grafana/OTEL and model config tweaks, while 46100 is a test-migration PR adding kernel tests and workflow tuning. They do not appear to fix the same underlying bug or implement the same change.", - "confidence": 0.97, + "summary": "Both items are open PRs, but they target different kinds of changes and do not look like the same underlying fix or migration. The similarity appears superficial (repo-wide test/workflow churn), so they should not be clustered as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45932 is the more central representative of the pair: it changes core model code plus CI workflow plumbing, whereas 46100 is primarily a test migration with workflow/test harness edits.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the more substantive product-facing change, but it is not a duplicate of 46100; 46100 is primarily a test migration and workflow adjustment.", + "best_pr_reason": "PR 45932 is the stronger standalone PR to represent the cluster because it has the broader substantive impact and code-path changes. PR 46100 is mostly test infrastructure and model test migration.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Do not merge as duplicates: the overlap is only broad testing/CI activity. 45932 changes CI secrets and model code/config, while 46100 adds new kernel/model tests and tweaks an anti-slop workflow. They do not target the same concrete code-path problem." + "reason": "Reject: the PRs are not the same change. 45932 touches model implementations and auto mappings plus CI secrets, while 46100 is a test migration with anti-slop/workflow and model test updates. They do not appear mergeable into one concrete bug fix." } ] }, @@ -22827,7 +22909,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "b1ff6c39552291d21e0e8091947e810d0dd8cb028415309fb744a6f6675f0c57", + "prepared_review_unit_hash": "d02fea58ef0f716fdeba5aecd763d3ea25b798837476976e50dd0e3f2649a635", "component_budget": { "node_count": 2, "item_count": 2, @@ -22849,18 +22931,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests overlap in distributed/MoE files, but they are not the same change: one is a focused EP + Trainer integration, while the other is a broad distributed branch base touching many unrelated areas. The shared filenames alone are not enough to merge them as duplicates.", - "confidence": 0.87, + "summary": "Two open PRs with some overlapping distributed filenames, but they are not the same change: #46126 is a focused EP/Trainer integration feature, while #46269 is a broad distributed branch base touching many unrelated areas. The soft similarity is not enough to merge them as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more canonical representative because it has a specific feature goal and a narrower change set centered on EP/Trainer integration, whereas #46269 is a broad base branch with many unrelated distributed updates.", + "canonical_pr_reason": "#46126 is the more specific, self-contained change centered on EP/router parallel and Trainer integration; it is a better representative of the concrete code-path change in this cluster than the broad branch-base PR.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best single PR to represent the cluster since it describes a concrete, coherent code-path change rather than a general integration/base branch.", + "best_pr_reason": "#46126 is the best PR candidate because it targets one coherent feature/fix. #46269 is too broad and looks like an integration/base branch with many unrelated edits, so it is not a good duplicate representative.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Not the same underlying change: #46126 is an EP + Trainer integration PR, while #46269 is a broad distributed branch base spanning FSDP, tensor parallel, MoE, CI, and other files. Shared distributed filenames do not make them mergeable into one fix." + "reason": "They overlap in distributed-related files, but the diffs point to different underlying work: #46126 adds EP router parallel and trainer hooks, while #46269 is a broad distributed branch base with FSDP CI and many unrelated modifications. Not the same concrete bug/change." } ] }, @@ -22926,208 +23008,208 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "7a378b5bf4fc127f050791a4939b59321ebbe5c7f18d59fd7d4efc4adb8cab30", + "prepared_review_unit_hash": "63f54468364b04ab4b8b9e46a72cc50ca9d46cc156b98fa2ec0ee8a3217a24e0", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25925, - "estimated_input_tokens": 6482, - "estimated_eval_tokens": 13220 + "serialized_chars": 25918, + "estimated_input_tokens": 6480, + "estimated_eval_tokens": 13216 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25925, - "estimated_input_tokens": 6482, - "estimated_eval_tokens": 13220 + "serialized_chars": 25918, + "estimated_input_tokens": 6480, + "estimated_eval_tokens": 13216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated workflow chore PRs that only share broad security/CI themes. The only plausible duplicate-like pair is the two pr-ci-security-gate workflow hardening PRs; the rest touch different workflows or different changes to the same workflow file.", - "confidence": 0.76, + "summary": "Mostly unrelated workflow-maintenance PRs. The only dense similarity cluster is several .github/workflows/pr-ci-security-gate.yml updates, but they make different changes to the same file rather than fixing the same concrete bug/change. No soft edge should be merged.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most substantive and central change in the only closely related set: it adds the actual security-check logic for `pr-ci-security-gate.yml`, making it the best representative PR here.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the strongest standalone representative because it addresses the concrete security-gate workflow behavior directly, whereas the other PRs are either orthogonal workflow edits or narrower follow-ups.", + "best_pr_reason": "PR 46554 is the most substantive single workflow-security change in the set, but it is still not a duplicate of the later pr-ci-security-gate follow-ups.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different behavior: stdin handling for self-comment CI vs security gating in pr-ci-security-gate.yml." + "reason": "Different workflows and different fixes; not the same underlying change." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes; one updates self-comment CI message piping, the other hardens a PR security gate." + "reason": "Different workflows and different fixes; superficial security-related similarity only." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different files and purposes; self-comment CI update is unrelated to a reusable-workflow comment change." + "reason": "Different workflows and different fixes; no shared code path." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "No shared underlying bug/change: self-comment CI input handling vs secrets handling in a PR security workflow." + "reason": "Different workflows and different fixes; not a duplicate." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different CI workflows and different logic; not the same underlying change." + "reason": "Different workflows and different changes; only both are CI helper tweaks." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening is unrelated to benchmark workflow trigger changes." + "reason": "Different workflows and different behavior; unrelated CI jobs." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and distinct changes; no same underlying bug/change." + "reason": "Different workflows and different fixes; shared CI-maintenance theme is too broad." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner security tweaks do not match assign-reviewers checkout changes." + "reason": "Different workflows and different fixes; no same bug/change." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow areas: SSH runner hardening vs PR security gate logic." + "reason": "Different workflows and different code paths; not a duplicate." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "No overlap beyond general CI hardening; these are separate workflow changes." + "reason": "Different workflows and different code paths; only broad security/CI similarity." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permission cleanup and benchmark trigger changes are unrelated." + "reason": "Different workflow files and different changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and different behavior; not the same change." + "reason": "Different workflow files and different changes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop vs build-ci-docker-images are separate workflow edits with no common code path." + "reason": "Different workflow files and different changes." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "These touch different CI workflows and different problems." + "reason": "Different workflows and different fixes; not the same underlying bug/change." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref change is unrelated to benchmark dispatch logic." + "reason": "Different workflow files and different changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow purposes; no evidence of the same underlying bug/change." + "reason": "Different workflow files and different changes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers workflow change is unrelated to PR security gate hardening." + "reason": "Different workflows and different fixes; same broad CI area is not enough." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark workflow trigger expansion and build-ci-docker-images message handling are unrelated." + "reason": "Different workflow files and different changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different behavior; not mergeable as one fix." + "reason": "Different workflows and different fixes; not the same code-path problem." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-tag detection in one workflow is unrelated to PR security gate checks in another." + "reason": "Different workflow files and different changes; only superficial CI similarity." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "No shared concrete change; one updates docker-image CI, the other a security gate workflow." + "reason": "Different workflow files and different changes; not the same fix." }, { "left": "pull_request:46554", "right": "pull_request:46558", - "accept": true, - "reason": "Both modify `pr-ci-security-gate.yml` and harden the same PR security-gating path; they look like compatible parts of one workflow-security update." + "accept": false, + "reason": "Same workflow file, but different security-gate changes: one adds checkout/diff checks, the other changes permissions/approval logic." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "One adds security checks; the other only adds explanatory comments around a reusable workflow call." + "reason": "Same file, but one implements gate checks while the other only documents a reusable workflow safety review." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Both are security-oriented, but one changes the reusable-workflow call's secrets handling while the other changes gate logic; not the same concrete fix." + "reason": "Same file, but different changes: gate logic versus removing inherited secrets." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval gating changes are not the same change as adding safety comments." + "reason": "Same file, but different changes to the security gate; not one concrete fix." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different security hardening steps in the same file, but not the same underlying bug or change." + "reason": "Same file, but different changes to the reusable security-gate setup." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment-only clarification versus actual secrets behavior change; not duplicates." + "reason": "Same file, but one adds documentation and the other changes secrets handling; not the same change." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Completely different workflows and concerns." + "reason": "Different workflow files and different fixes." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Build-ci docker-image workflow change is unrelated to PR security-gate secrets handling." + "reason": "Different workflow files and different fixes." } ] }, @@ -23157,7 +23239,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "4c70632f6f413ceb07336f153647c5e90bc8005dc4a348ef00f7656b97a68cee", + "prepared_review_unit_hash": "9ca6b7ece510a90fd432fad6ddfd41c8dde49eeb1b71e31d50e55713c0b4932b", "component_budget": { "node_count": 2, "item_count": 2, @@ -23179,18 +23261,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests both replace direct file-open source inspection with a safer source-reading mechanism, but they target different code paths and different bugs: one in import-utils/package traversal, the other in attention-implementation detection. They are related in theme, not duplicates.", - "confidence": 0.94, + "summary": "Both PRs touch source-reading with open(), but they fix different concrete code paths in different modules: one in import_utils for locating package files, the other in modeling_utils for detecting attention-implementation support. They are related by theme, not duplicate enough to merge.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the cleaner representative of the cluster theme: it has a clearly scoped behavioral change in one code path, includes tests, and the title matches the concrete fix more directly than the more infrastructure-oriented 46152.", + "canonical_pr_reason": "PR 46207 is the more concrete, self-contained fix: it targets a specific heuristic in _can_set_attn_implementation and includes tests, making it the clearer representative of the cluster's source-reading bug theme.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the better standalone PR because it addresses a specific runtime decision point in modeling_utils with explicit test coverage, making it easier to review and merge independently.", + "best_pr_reason": "PR 46207 is the best overall candidate because it addresses a narrowly defined failure mode with a direct code-path fix and test coverage, whereas 46152 is a different helper/refactor in another subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both PRs concern safer source inspection, but they modify different modules and solve different problems: 46152 is about resolving package traversables in import_utils, while 46207 changes _can_set_attn_implementation in modeling_utils. They do not look like the same underlying bug or mergeable single PR." + "reason": "Reject: these are different fixes in different modules and code paths. 46152 changes import_utils/package-file resolution; 46207 changes modeling_utils attention-implementation detection. Similar theme, not the same underlying bug/change." } ] }, @@ -23220,12 +23302,12 @@ "soft_pairs": [ "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "14f8bebe718c52ad6b6da4ebb0ff2ee4474aede9760faa632185a201334ca07c", + "prepared_review_unit_hash": "2fdf57482ef52137e5fe120245d1bc52dbe017dd29b9c7ac21429956f5623c21", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5699, + "serialized_chars": 5700, "estimated_input_tokens": 1425, "estimated_eval_tokens": 3106 }, @@ -23233,7 +23315,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5699, + "serialized_chars": 5700, "estimated_input_tokens": 1425, "estimated_eval_tokens": 3106 }, @@ -23242,18 +23324,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs add SDPA dispatch support, but they target different model families and distinct code paths, so they are not duplicates.", - "confidence": 0.98, + "summary": "These PRs are related by theme only: both add SDPA dispatch support, but they target different model families and different code paths, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46196 is the broader representative of the cluster theme: it spans multiple wav2vec2/audio-related model implementations and includes the larger implementation surface.", + "canonical_pr_reason": "PR 46196 is the broader and more representative SDPA dispatch change, covering multiple audio model implementations and docs rather than a single model.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 is the strongest standalone representative because it covers a wider set of affected audio models and is more comprehensive than the T5-only PR.", + "best_pr_reason": "PR 46196 is the best representative PR in this cluster because it is the larger, more general SDPA dispatch implementation across several related models.", "soft_edge_verdicts": [ { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Same high-level feature request, but different model families (T5 vs wav2vec2/audio) and different underlying attention implementations; they would not plausibly merge into one PR." + "reason": "Different model families and implementation paths (T5 vs wav2vec2/audio stack); they share only the generic goal of SDPA support, not the same concrete fix." } ] }, @@ -23349,7 +23431,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "9daee22c2e8b16383629171d278fc40d2d5abb9d76ca64f2f18616a26aae416c", + "prepared_review_unit_hash": "a220d3c1e3de4823a3dad4cd81f18ea69e7d27648db53779769ebc2b32c87ccd", "component_budget": { "node_count": 2, "item_count": 2, @@ -23371,18 +23453,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one in the sliding-window right boundary (`-dist <= right_window_size`), with 46546 expanding the same fix to Gemma4 and adding tests.", - "confidence": 0.84, + "summary": "Both PRs fix the same Moonshine streaming sliding-window boundary bug (`-dist <= right_window_size` vs `<`); PR #46546 is the broader, more complete change because it includes the Moonshine fix plus the same boundary correction in Gemma4 and tests.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "46546 is the more complete representative: it includes the same Moonshine streaming boundary fix, adds tests, and also covers the analogous Gemma4 path.", + "canonical_pr_reason": "PR #46546 is the better canonical PR because it contains the Moonshine streaming boundary fix, adds the same fix in Gemma4, and includes test coverage, making it the more complete implementation.", "best_issue_reason": null, - "best_pr_reason": "46546 is the best overall PR for this cluster because it addresses the target bug in Moonshine streaming and includes validation coverage; 46310 is a narrower subset of the same change.", + "best_pr_reason": "PR #46546 is the best representative of the cluster because it is the more comprehensive patch for the shared right-window boundary bug and includes validation via tests.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same underlying off-by-one boundary bug in Moonshine streaming's right window mask; the code change is identical in the shared function, and 46546 is a broader superset rather than a different fix." + "reason": "Same concrete Moonshine streaming boundary fix in the shared files; #46546 is effectively a superset of #46310 for that bug and could plausibly subsume it in one PR." } ] }, @@ -23412,12 +23494,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "23f1b3860ef2b8bf3aa0236fea1bbf834b4548a31d61a45017a1ccf95a383f86", + "prepared_review_unit_hash": "50c9364bbc8aa1d55d22e4f7f7ee23bf608d96b3c1489d63307673665ac38449", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5937, + "serialized_chars": 5939, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23425,7 +23507,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5937, + "serialized_chars": 5939, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23434,18 +23516,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are about different features: one adds multimodal support to continuous batching internals, while the other adds the HunYuan VL model with docs, tests, and auto-mapping changes. They do not look like the same underlying change.", - "confidence": 0.97, + "summary": "These two pull requests are not duplicates: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model, docs, and tests. They target different code paths and product areas, with no meaningful overlap beyond both being PRs in the transformers repo.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46417 is the better canonical representative because it is a complete, self-contained model integration with docs/tests and a clear scope, whereas #46376 is a draft infrastructural feature change.", + "canonical_pr_reason": "No single canonical PR for this cluster: PR #46417 is a self-contained model addition, while PR #46376 is an unrelated draft infrastructure change.", "best_issue_reason": null, - "best_pr_reason": "PR #46417 is the strongest representative of the cluster: it is non-draft, substantially complete, and has a coherent standalone deliverable.", + "best_pr_reason": "PR #46417 is the better representative of the cluster only in the sense that it is a complete, standalone model PR; PR #46376 is draft-only and addresses a different subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different domains and code paths: continuous batching multimodal support vs. adding a specific HunYuan VL model package. No shared files, targets, or concrete overlapping bug/change." + "reason": "Reject: these PRs address different problems and code paths. #46376 adds multimodal continuous-batching support; #46417 adds the HunYuan VL model, processors, docs, and tests. They are not plausibly mergeable into one PR as a single fix/change." } ] }, @@ -23475,40 +23557,40 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "a7690345d8b58f6ab8c064b8d76b15bb6f8612f287debd202cf209e6ac0d7056", + "prepared_review_unit_hash": "540cd82e899445fb0389cf66a69cfa76132f3f6d3268a6b6e7a11b9cdf877d78", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, - "estimated_input_tokens": 1102, - "estimated_eval_tokens": 2460 + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, - "estimated_input_tokens": 1102, - "estimated_eval_tokens": 2460 + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated PRs: one fixes CodeLlama decode stripping leading spaces, the other fixes DeepSeek checkpoint-to-tokenizer class selection in AutoTokenizer. The cluster similarity is superficial (both touch tokenizer code) but they do not describe the same bug or change.", + "summary": "Two unrelated open PRs: one fixes CodeLlama decode stripping of real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM being routed to the wrong tokenizer class during auto-loading. They touch different code paths and should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR applies because the PRs address distinct bugs in different tokenizer-loading/decoding paths and target different model families.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a true representative of the cluster because the changes address different code paths and different model families; neither subsumes the other.", + "best_pr_reason": "Neither PR is a better duplicate representative of the other; each is the best match for its own separate issue.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Reject: different underlying problems and fix scopes. PR 46574 changes CodeLlama decoder setup to preserve leading spaces on decode, while PR 46580 adds checkpoint-prefix overrides so DeepSeek models load the correct tokenizer class. They are not the same bug and would not plausibly be merged as one PR." + "reason": "Different underlying problems: CodeLlama decoder behavior on decode vs DeepSeek model_type/tokenizer-class selection in auto tokenization. They do not fix the same concrete code-path problem and would not plausibly merge into one PR." } ] }, @@ -23538,12 +23620,12 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "62da8a7947528583312a5d98beae0e298cf3ad8f769750d8b3b246e96037f367", + "prepared_review_unit_hash": "cb58ca77752296f6db9ed709c575a10c1724a636ba1cd20148b90a73fe05ad91", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5494, + "serialized_chars": 5495, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23551,7 +23633,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5494, + "serialized_chars": 5495, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23560,18 +23642,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open Mistral PRs overlap heavily in files, but they target different changes: one refactors/moves MistralConverter into the integrations package, while the other adds tekken tokenizer detection/conversion/save utilities. They are related but not duplicates.", - "confidence": 0.94, + "summary": "These are two related but distinct Mistral PRs: one is a code move/refactor for MistralConverter, the other adds tekken tokenizer detection, conversion, and save utilities. They share files and subsystem, but not the same underlying change set.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the broader, more behavior-changing Mistral work and is the better representative of the cluster; it introduces actual tokenizer detection/conversion/save functionality rather than only relocating code.", + "canonical_pr_reason": "PR 46604 is the broader, more user-facing tokenizer feature work and better represents the cluster\u2019s Mistral integration direction, though it is not a duplicate of 46603.", "best_issue_reason": null, - "best_pr_reason": "PR #46604 is the strongest standalone candidate because it addresses a concrete tokenizer feature gap and covers the main user-facing change in this cluster.", + "best_pr_reason": "PR 46604 is the strongest representative artifact because it introduces the concrete tokenizer behavior change; PR 46603 is a narrower refactor/move of existing Mistral conversion code.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Reject: #46603 is a code organization refactor moving MistralConverter, while #46604 adds tekken tokenizer detection, conversion, and save utilities. They touch the same subsystem and files, but not the same underlying bug/change or mergeable code path." + "reason": "Shared Mistral tokenizer files do not make these the same change: 46603 moves MistralConverter into the integrations package, while 46604 adds tekken detection/conversion/save utilities. They solve different code-path problems and would not be merged as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index d69d4a0475d4588b886c46f8e4a0e481fb5faf4a..57ebe547d5fd079505816346aa2fe3f2d4dbe095 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260618t060045z", + "analysis_id": "hybrid-model-20260618t120025z", "archived_artifacts": { - "hybrid": "snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260618T120025Z/analysis-runs/hybrid-model-20260618t120025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260618T120025Z/analysis-runs/hybrid-model-20260618t120025z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-18T06:05:13Z", + "published_at": "2026-06-18T12:11:44Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260618T060045Z", + "snapshot_id": "20260618T120025Z", "variant": "hybrid" } diff --git a/snapshots/20260618T120025Z/analysis-runs/hybrid-model-20260618t120025z/analysis-report-hybrid.json b/snapshots/20260618T120025Z/analysis-runs/hybrid-model-20260618t120025z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..ea8a7328bbaba55e5ed8ee35355ae6d686e5ce18 --- /dev/null +++ b/snapshots/20260618T120025Z/analysis-runs/hybrid-model-20260618t120025z/analysis-report-hybrid.json @@ -0,0 +1,2220 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260618T120025Z", + "generated_at": "2026-06-18T12:11:42Z", + "evidence_quality": "full", + 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If one anchor is needed, issue 43596 is the best representative because it has the clearest near-duplicate partner (43638) and the most general description of the ZeRO-3+Bert index-out-of-bounds family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43596 is the best global issue anchor only in the narrow sense that it sits in the strongest duplicate mini-cluster; the rest of the set is too mixed to collapse onto one issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: config attribute mismatch for Qwen3.5 vs streaming chat/completions API failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both are model/backend-specific, but one is AMD GPU support and the other is MPS histogram support; different root causes." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Unrelated bugs: Mistral image dtype mismatch vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different dtype/backend problems in different models; 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45902 is a more specific manifestation of the same issue." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute regression is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device mismatch in Gemma4 PLE is unrelated to expensive reverse embedding lookup on inputs_embeds." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both are the same torch 2.4.1 compatibility regression; 46515 is a narrower restatement of the same incompatibility." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic Torch 2.10 incompatibility is unrelated to Qwen-3-8B-NVFP4 runtime failure." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation checkpointing mismatch is unrelated to Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE runtime issues on different backends; not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral image dtype mismatch and Nemotron example breakage are separate failures." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models, different backends, different error modes." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 execution failure is unrelated to Qwen3.5 embedding unpacking with TRL SFT." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS histogram Int error." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and distinct runtime failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy invocation is unrelated to TRL SFT embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading error is similar only at a high level; the affected model and failure path differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed features and should not be merged as one bug." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Same broad MoE theme is not enough; these are different backend-specific failures." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Different model/trainer issue vs backend histogram error." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different code paths: Liger kernel integration vs autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed distributed mismatch is unrelated to CustomTrainer compute_loss signature breakage." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing shape mismatch is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU runtime failure is unrelated to outdated RAG documentation." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross_entropy issue is unrelated to the mask/index shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly heterogeneous, identifies only a few small duplicate mini-clusters, and does not over-collapse the set onto one issue. The soft-edge verdicts are conservative overall, and the accepted pairs are supported by the titles and issue descriptions (especially 43596/43638, 45859/45902, and 45800/46515)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 2, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:44387|issue:45005" + ], + "prepared_review_unit_hash": "a5f35e5f1de1a28ff9f824053451ee17d3f83a6f9a258a6f6a1b9121c7e3b7fc", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39791, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated regression reports were clustered by semantic similarity. The only clear duplicate family is the AutoTokenizer wrong-token-IDs regression, with a possible second duplicate around the same ZeRO-3 size-0 loading failure.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45920 is the broadest open report in the cluster, covering the tokenizer regression across multiple model families and already attracting references, so it is the best umbrella issue.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the most representative and actionable issue here: broad scope, active discussion, and clearly captures the recurring tokenizer failure better than the narrower variant reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different model-specific load failures: corrupted Ovis2 checkpoint vs missing loaded text-encoder weights in Sam3Model." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version regressions, but they describe different incompatibility surfaces and not the same concrete bug." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading failure is unrelated to the USE_DISTRIBUTED=0 pytorch support regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same concrete failure pattern: index-0 out-of-bounds with size-0 tensors during DeepSpeed ZeRO-3 loading/init, likely the same shared bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error and Qwen3 auto-device-map CUDA assert are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs problems, but they concern different removed/changed API references." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed-support breakage." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU support issue and table-question-answering crash are different subsystems." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger cross-entropy fallback bug is unrelated to the Qwen3-vl video StopIteration error." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "DeepSeek detokenization regression and outdated RAG examples are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device-map mismatch and Qwen3.5 video-token mismatch are different model-specific failures." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure is unrelated to the Gemma4 device-mismatch bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading failure and RAG documentation drift are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support are different regression classes." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same tokenizer regression: 45920 is the broader multi-model report, while 45812 is the Granite-specific instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading failure are different model issues." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed-support breakage." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 runtime failure and RAG docs are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window, but they are different model/config bugs with different failure modes." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask-shape mismatch and ZeRO-3 size-0 IndexError are different errors." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure and table QA crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash loading issue and Ovis2 checkpoint corruption are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and pydantic PretrainedConfig regression are different failures." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug and table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure and pydantic model regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 loading failure and torch/transformers compatibility break are different issues." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat paths, but the crash modes and code paths are not clearly the same bug." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram-op failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and MPS histogram_int issue are different backend bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import-path break and Gemma3 sliding_window_pattern issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and Phi-tiny-MoE autocast dtype mismatch are different execution-path bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template compile error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 tied-weights bug and Ovis2 checkpoint corruption are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask-shape mismatch and ZeRO-3 size-0 loading failure are not the same concrete bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class failure are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression and pydantic PretrainedConfig break are different config regressions." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/version compatibility and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are different feature requests/issues." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "int4 OOM regression and tied-weights translation regression are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge decisions are mostly conservative. The two accepted pairs are supported by closely matching titles/failure modes: the AutoTokenizer wrong-token-IDs regression family and the similar ZeRO-3 size-0 IndexError reports. The broader canonical issue choice for issue:45920 is also reasonable given its open state and multi-model scope. No clear overstatement stands out from the provided evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 3, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661" + ], + "soft_pairs": [ + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:45183|issue:46463", + "issue:46489|issue:46491", + "issue:43975|issue:44292", + "issue:44292|issue:45507" + ], + "prepared_review_unit_hash": "e066bb000481f137654a9b2254cfa22af201f3d0c3274743c691b5d2ef9f6caa", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36259, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports with a few weak duplicate candidates; only the remote-code/custom-module loading pair and the input validation/error-message pair look like the same underlying bug.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45698 is the broadest and most current report in the strongest duplicate-like pair, describing the underlying wrong-module loading behavior after save/load for custom remote-code models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best umbrella issue here: open, discussion-heavy, and it captures the general custom-module resolution problem more cleanly than the leaf-directory collision variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention IndexError shapes, but they appear to come from different paths: generic mask/index mismatch vs Qwen3.5 + TRL input embedding unpacking." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different concrete bugs: grouped_mm tracing failure vs GPT-OSS tensor-parallel/MoE behavior." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "One is an autocast dtype mismatch, the other is a chat/completions streaming failure; same broad area, not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3.5 streaming inference are unrelated concrete issues." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different code paths: unexpected _is_hf_initialized argument during init_empty_weights vs a pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Tracing error at grouped_mm and missing Float8 storage are unrelated failures." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal dtype/video problems, but one is image preprocessor dtype mismatch and the other is video feature/token count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers incompatibility are different failure modes." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask shape mismatch and the other is a zero3/BertModel empty-shape initialization issue." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Related to video input regressions, but one is a broad v5.3.0 regression across models and the other is a specific apply_chat_template token/feature mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2, but one is a comparative quality complaint and the other is a pipeline/AutoModel output problem; too weak to treat as the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are different model-init bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention fallback behavior and remote-code model_class/config_class resolution are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different models and different failures: Mistral-3 image dtype mismatch vs Qwen3.5/TR L unpacking failure." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality and Qwen3.5/TR L unpacking are not the same code-path problem." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated model-quality reports for different architectures." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both describe the same remote-code/custom-module loading bug: the cache/path logic can resolve to the wrong module and load the wrong code after save/load." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "A Jupyter custom-model init regression and a FlashAttention2 fallback blocker are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they appear to be different model families and likely different tie-weight code paths." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and FlashAttention2 fallback logic are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and tied-weights regression are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weights handling do not look like the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer implementation issue vs documentation typo." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied-weights regression are different problems." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Documentation typo and docs mentioning a removed command are not duplicates." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 input embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both point to the same input_ids/inputs_embeds validation logic producing wrong or misleading error handling/messages, with 46463 looking like a T5-family instance of the broader bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and different round-trip behavior." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and Qwen NVFP4 runtime errors are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime failures with no shared concrete code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft-edge pairs are plausible duplicates based on the titles and issue descriptions, and the rejected pairs are mostly justified as different concrete failure modes. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 4, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46489" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:24643|issue:28530", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45081|issue:45399", + "issue:42491|issue:44368", + "issue:43828|issue:45823" + ], + "prepared_review_unit_hash": "e5e326999885081b35c5b225b7eddfbd70be00da25164c43484947a64ef9bdff", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38113, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mixed issue cluster dominated by recent Transformers v5 regression reports. Only a few soft edges look like true duplicates: non-persistent buffer corruption, SigLIP2 implementation discrepancy, and tokenizer-output regressions. Most other pairs are different model-specific failures or unrelated subsystems.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45020 is the broadest umbrella among the set: it captures the recurring theme of recent-version model-loading and remote-code breakage that several of the other reports orbit around.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best global representative because it is the most general and central to the cluster\u2019s repeated v5 regression pattern, even though the cluster is not a single clean duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers are being filled with junk/corrupted on load." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure while the other is degraded text embeddings; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code is a different code path than non-persistent buffer corruption in from_pretrained()." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer compute_loss signature change and Gemma3 loading with ZeRO-3 are unrelated failures." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/back-end issues: bitsandbytes Int8Params kwargs vs missing Float8 storage object." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model/pathology: autocast dtype mismatch on Phi MoE vs Qwen3.5 3D position_ids/FlashAttention crash." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same tokenizer regression in v5; 46489 looks like a specific missing-case gap in the broader AutoTokenizer bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and noisy loading output are not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and generic tokenization changes across versions are different issues." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities is not clearly the same defect as generally worse SigLIP2 text embeddings." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent buffer/materialization problem: 45902 is a concrete instance of the junk-buffer regression." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and missing all_tied_weights_keys on Molmo are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention illegal-memory crash from packed-sequence misread is different from CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy / quality regression; one is a symptom, the other is the broader HF-vs-JAX mismatch." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing inefficiency under LoRA and int4 quantization OOM are distinct memory issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to the non-persistent buffer materialization regression." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failures: Voxtral tokenizer error message vs glm-4v-9b load failure." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and inability to load a specific model are not the same underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek detokenization regression and Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different symptoms: noisy transformer loading vs sleng-bert model loading failure." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight shape error and early-stopping metric handling are unrelated training issues." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config missing fields is a narrower config bug, not the same as the broader remote_code breakage report." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing inefficiency and Qwen3 MoE memory usage are different performance/memory problems." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load crash and Qwen3 MoE FineGrainedFP8 failure are different model-specific issues." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for est-roberta and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing Qwen2_5_VL class and bitsandbytes Int8Params kwargs are different incompatibilities." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram dtype limitation and Gemma4 device-mismatch during forward are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and a GLM5 issue are not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b load failure and missing all_tied_weights_keys on Molmo are different model-loading problems." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code breakage and Gemma4 PLE device mismatch do not share the same code path." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping-name handling and remote_code breakage are different loader edge cases." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn2 fallback checks are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3_moe HF4-to-HF5 LoRA compatibility and a tie_word_embeddings warning are not the same failure." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model/device issues: autocast dtype mismatch vs device_map auto mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the mixed cluster. The chosen representative issue and the accepted soft edges are well supported by the issue titles, and the rejected pairs are not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 5, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:41093|issue:44805", + "issue:44928|issue:45588", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "1bb735262b06747b33fdaaceb9ce00cee0e5c040e56558644ce94f365280cc13", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "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": "Mostly a heterogeneous set of unrelated transformers bug reports. Only a few soft pairs look like true duplicates or same-root regressions: the v5 docs cleanup, the mask/tensor shape mismatch, and the `_is_hf_initialized` load-time TypeError regression.", + "confidence": 0.74, + "canonical_issue_reason": "issue:41093 is the cleanest canonical issue because it has the most exact duplicate signal: issue:44805 repeats the same mask-vs-tensor shape mismatch with the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41093 is the strongest representative issue in the set because it is a precise, concrete bug report with an exact duplicate candidate and a clearly identifiable runtime failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Related tokenizer regressions, but they target different models and different failure mechanisms; too broad to treat as the same bug." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different conversion APIs in opposite directions and do not look mergeable as one fix." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same underlying docs cleanup for v5 pipeline removals; both report stale summarization/translation pipeline references that should be removed." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both mention DeepSeek tokenizer breakage in v5, but the affected model families and the concrete tokenizer bug differ." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different problems: one is a tied-weight bug in a model class, the other is a from_pretrained buffer regression." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Different auto-model instantiation failures: one is composite config unwrapping, the other is remote-code config_class handling." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` constructor-argument regression during model loading; both describe the same compatibility break surfacing through different loaders." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both involve loading/fp8 or initialization problems, but they are not the same code-path or same failure mode." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Different regression classes: tokenizer/remote-code breakage versus a remote-code model_class/config_class AttributeError." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "The Whisper report is too generic to be confidently the same bug as the specific `_torch_extract_fbank_features()` issue." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed and Qwen models, but one is weight conversion/loading and the other is gradient averaging; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is a bad error message while the other is a real tokenizer loading failure on a different model." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient-checkpointing issues are related, but one is a LoRA effectiveness bug and the other is a missing capability flag on a remote-code variant." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Completely different training/runtime errors: custom loss signature mismatch versus a tensor mask shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading bugs in Qwen variants, but the specific failing path and symptoms differ enough to keep separate." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with no clear shared root cause." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Same broad video area, but one is a multi-model regression and the other is a specific StopIteration in Qwen3-VL-embedding; not clearly the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading/tokenization, but one is an error-message issue and the other is a current-version model load failure for a different model." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are the same mask/tensor shape mismatch failure described with matching error text, so they look like direct duplicates." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different problems in different subsystems: RLHF gradient explosion versus flash-attention sink handling." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated training DeepSpeed error versus image processor segmentation-map handling." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Both mention Qwen3-family models, but one is a PagedAttentionCache crash and the other is a checkpoint-loading failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading failures with different root causes and symptom surfaces." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated model-support request versus autocast dtype mismatch." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: ZeRO-3 init index error versus torch-version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen3-MoE/OSS models, but architecture support and sliding-window behavior are distinct issues." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different rotary/position-id bugs in different model families; not the same underlying defect." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is an FSDP2 KeyError and the other is a device-map mismatch in forward." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The three accepted pairs have clear shared failure modes or shared docs cleanup scope, and the rejects avoid over-merging broader similarity signals. Canonical choice of issue:41093 is also supported by the near-identical mask/tensor mismatch in issue:44805." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 6, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43638|issue:46515", + "issue:43366|issue:44589", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:44683|issue:46515", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:46459|issue:46512" + ], + "prepared_review_unit_hash": "9b0f22e4ce345dcddd03fd6bf51d9bdb7c901f64e9b1f66a079adc4909259202", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37774, + "estimated_input_tokens": 9444, + "estimated_eval_tokens": 19144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformers regressions. The only clear duplicate/near-duplicate pockets are: non-persistent buffers getting junk values, custom model initialization breaking in v5, and a likely SigLIP2 bad-output regression. Most other soft edges are too broad or model-specific to merge.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is the strongest canonical anchor: it states the regression precisely, and #44534 is an essentially identical follow-up with the same non-persistent-buffer symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best overall issue to anchor the cluster because it is specific, clearly actionable, and has the cleanest duplicate evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different failure modes: deepspeed/zero3 Bert index error vs a torch-version compatibility complaint." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated topics: GGUF gpt-oss support vs missing Float8 storage type." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and bugs: Mistral-3 image-preprocessor dtype mismatch vs Qwen3-VL video StopIteration." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are inference bugs, but they affect different models/code paths and the symptoms are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a missing class is not the same bug as meta-device loading failures." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index errors are different regressions." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device loading bugs are distinct code paths." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-VL video inference and MoE MPS histogram errors are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same v5 custom-model initialization regression; one is just notebook-specific." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5/VL embedding failures with different triggers and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure is unrelated to Qwen3.5 flash-attention illegal-memory-access." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch-version issues affecting different subsystems; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3Moe FP8 failures share no concrete code path." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mismatch during forward is unrelated to a torch 2.4.1 incompatibility claim." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Config/mapping validation failure vs Gemma4 device mismatch; different underlying problems." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-VL video StopIteration and a tensor-mask shape mismatch are different errors." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 base model regression causing invalid outputs across APIs; these look like the same underlying inference bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but they appear to be different model-specific validation failures." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 Bert initialization and TOKENIZER_MAPPING_NAMES handling are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed/Bert zero-size index error is unrelated to add-new-model-like mapping logic." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "GPU+CPU offload loading failure and mmap/OOM on Strix Halo are different issues." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Model/tokenizer mapping validation and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading regressions with no shared concrete code path." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 bad outputs and SigLIP2 docs-example errors are related only by model family, not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical reports of v5 filling non-persistent buffers with junk; this is a clear duplicate." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and Qwen3Moe FP8 failure are different problems." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/qwen3_moe incompatibility and Gemma4 embedding resize behavior are unrelated regressions." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both say models do not load, but the evidence is too model-specific and insufficient to confirm the same underlying bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention issues are different model/code-path failures." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Silent dtype handling during AutoModelForCausalLM loading is distinct from from_config() leaving config.dtype stale." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft edges are well-supported by near-identical titles/symptoms, and the rejected pairs are generally separated by model family, code path, or error type without overclaiming duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 7, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:43708|issue:44075", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756" + ], + "prepared_review_unit_hash": "8ca179c307afa2ed6f369b8dfc2a401b5260a9b92128c07bf17cd0244079c660", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36204, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft links are largely false positives across different models and distinct failure modes. The only pair that plausibly shares the same underlying bug is the resize_token_embeddings regression affecting nested/output embeddings in related Gemma/T5Gemma model classes.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45276 is the best canonical issue because it captures the resize_token_embeddings regression more completely, including both embed_tokens_per_layer and output_embeddings impacts.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest representative of the only likely duplicate bug in this set and has the clearest, broadest symptom description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but one is a ZeRO-3 load failure and the other is a save_pretrained key regression; different code paths and symptoms." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures; no evidence they are the same bug or mergeable change." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they concern different models and likely different root causes." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is Qwen3 MoE training memory usage, the other is quantization offloading; distinct issues." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but they affect different subsystems and have different failure modes." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/OOM, but one is MoE training and the other is int4 quantization reserved memory; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and loading scenarios; no shared concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs example with model/processor mismatch and quantization failure, the other is bad inference results; too different to merge." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different loading errors." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "One is a Qwen3 MoE LoRA compatibility problem, the other is a generic resize_token_embeddings issue." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math and SGD optimizer arguments are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is a model-specific issue, while the other is a quantization save/load regression." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and do not appear to be the same underlying defect." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights/_is_hf_initialized are distinct loading bugs." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different entry points and different model/processor issues." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report resize_token_embeddings failing to update downstream embeddings in related model classes; this looks like the same underlying regression." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a Qwen3.5 packed-sequence crash and the other is an AttributeError on sink-less models; different bugs." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer/vocab-related, but one is a vocab-size inconsistency and the other is a model loading failure." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different compatibility problems: Torch 2.10 vs meta-device loading regressions." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve lm_head tying, but they concern different model architectures and are not clearly the same code-path bug." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offload OOMs, but with different mechanisms and symptoms." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Completely different models and problem domains." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different models and unrelated runtime failures." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "FSDP2 shared_kv_states bug and AutoModelForCausalLM text_config unwrapping are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Meta-init loading TypeError and mmap OOM are different issues." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import error for GenerationMixin and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen/Gemma bugs with different execution paths." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different OOM causes: quantization memory growth vs mmap on Strix Halo." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative across the soft links. The lone accepted pair, issue:45276 vs issue:45335, is plausibly the same resize_token_embeddings regression across related Gemma/T5Gemma classes. The rest are appropriately rejected as different 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": 23, + "review_unit_index": 8, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:44530|issue:45084", + "issue:44683|issue:45823", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43906|issue:44530" + ], + "prepared_review_unit_hash": "3e5ed8cfe82e0e0802c62c61148194fcbfe1b23804aa8203e9d9e8eb2fdc3bf6", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37886, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft edges are false positives across different regressions. The only clear duplicate set is the `resize_token_embeddings` regression trio, where the generic issue is the best anchor.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45292 is the most general formulation of the shared `resize_token_embeddings` bug, while the others are model-specific manifestations.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 best represents the underlying bug and can subsume the Gemma4 and t5gemma variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are model-loading/quantization regressions, but one is about NVFP4 fallback behavior and the other about MXFP4 quantization handling; different failure modes and code paths." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "`torch.device(\"meta\")` load failures and Strix Halo mmap OOM are unrelated root causes." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation with `num_sparse_encoder_layers=0` is unrelated to the Gemma4 FSDP2 `shared_kv_states` rebuild bug." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is PEFT/LoRA ineffectiveness and the other is eval-mode incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Audio track embedding leakage and Gemma4 PLE device mismatch are distinct bugs." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading failure and the broken official example are related only thematically, not the same defect." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` propagation bug; 45276 is the Gemma4-specific manifestation and 45292 is the generic report." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram-on-int error and the Nemotron example failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression and strict config loading are different subsystems and failure modes." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`save/from_pretrained` extra_state handling is unrelated to disabling mmap to avoid OOM." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RLHF NaN from 3D position_ids/SDPA fallback are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7 unit-test loading failure is not the same as the Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation during `save_pretrained` is a different issue than loading the wrong custom module after save." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is unrelated to Gemma4 FSDP2 `shared_kv_states` rebuilding." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` on mistral_common are separate tokenizer bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` bug affecting output/decoder embeddings; 45335 is the t5gemma-specific manifestation." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and `meta`-device loading failures are different problems." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and `resume_from_checkpoint` max_steps miscalculation are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model and inability to load another model are not the same defect." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and `extra_state` save/load handling are different issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing Float8 storage support and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is broader environment breakage; the other is an autocast dtype mismatch in a specific model path." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token IDs regression and slow `convert_tokens_to_ids` for slow tokenizers are different tokenizer problems." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in `convert_tokens_to_ids` and CodeLlama leading-space round-trip loss are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper `return_language` pipeline regression and version-dependent tokenization changes are distinct." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "`base_model_prefix` loading failure and notebook custom-model initialization regression are different custom-model issues." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline regression and `from_pretrained` inside Python classes are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache invalid group type and compile-time non-template-node error are different code paths." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and Mistral-3 dtype mismatch are separate issues." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and compile-node type error do not share the same root cause." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression and mask-shape IndexError are different failures." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue and a Qwen3.5 cache crash are not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the only clearly supported duplicate cluster is the `resize_token_embeddings` trio (45276/45292/45335), and the chosen canonical anchor (45292) is the most general title. The remaining soft-edge rejections are conservative and consistent with the distinct failure modes suggested by the issue titles. No overstatement is evident from the provided data." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 9, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:39404|issue:44912", + "issue:44164|issue:45759", + "issue:46050|issue:46326", + "issue:43299|issue:43931", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:36032|issue:42915", + "issue:43716|issue:45084", + "issue:32090|issue:39404", + "issue:46285|issue:46402", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530" + ], + "prepared_review_unit_hash": "532b6810f7788c29623cfe0d532f71192629ef890ce35f48054a87938e5bab42", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36808, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most soft pairs only share broad vocabulary around loading, tokenizers, quantization, or tracing, but they do not look like the same underlying bug/change. I found no convincing duplicate PRs (none present) and no soft edge that should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44488 is the most representative broad regression report in the set: a current-version model load failure with active discussion, while the other items are mostly narrower, unrelated tokenizer/model/config/quantization bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44488 is a reasonable cluster anchor because it is a concrete, broadly phrased loading regression and has enough discussion to suggest centrality, even though it is not a true duplicate hub for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is about return_all_scores and the other about removed pipeline task names; different documentation fixes." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and a Qwen3.5 TRL SFT embedding issue are different code paths and failure modes." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "One is a SigLIP2 bad-output report, the other is a ModelOutput key assignment bug; not the same underlying defect." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading for est-roberta are different bugs." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures via torch_compilable_check are unrelated to Perceiver interpolation-positioning failures." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both involve loading, but one is a T5Tokenizer special-token conflict and the other is a gguf_file/from_pretrained regression." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline behavior and MXFP4 quantization fallback on git-oss-20b are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling and AutoModelForCausalLM config unwrapping are different serialization/config bugs." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized-model save/load breakage and mistral_common continue_final_message handling are separate issues." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL/MoE loading, but one is a version breakage and the other is a specific weight-shape mismatch for a model checkpoint." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "The isolated reproduction of an older issue is not enough to prove it is the same as the specific continue_final_message tokenizer bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading regressions: est-roberta loading versus the Mistral regex patch/backend_tokenizer crash." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Memory inefficiency during Qwen3 MoE training and disabling mmap on Strix Halo are not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "deepspeed zero3/BertModel index error and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state save/load handling is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but one is a model-specific load failure and the other is a Mistral regex/backend tokenizer crash." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they concern different models and likely different root causes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading behavior and non-persistent buffer junk-filling are separate Transformers 5 regressions." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Ignoring tokenizer.json during AutoTokenizer loading is a different tokenizer-resolution bug from DeepSeek-Coder v1 output corruption." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Mistral tokenizer BPE-marker handling and Mistral3 lm_head weight tying are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5Tokenizer special-token conflict and Qwen3 MoE fine-grained FP8 failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is not the same as the template-node compilation error." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3 text-encoder weight loading are different model-specific loading problems." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device/offload behavior, but XLNet CPU arange placement and Qwen3_5Moe rotary embedding offload incompatibility are different code paths." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping add-new-model-like failure and flex_attention compilation failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code AutoConfig field loss and PagedAttentionCache linear_attention crash are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "torch dynamo grouped_mm tracing on Mixtral and template-node compilation errors are separate compiler/tracing failures." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading regressions for different checkpoints; no shared concrete failure mode." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure and Qwen3.5 linear_attention cache crash are distinct 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": 23, + "review_unit_index": 10, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43582", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:43644|issue:43646", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:43883|issue:44488", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:42915|issue:45084", + "issue:44403|issue:45081", + "issue:43883|issue:44991", + "issue:44464|issue:45987", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:43404|issue:44466", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:42915|issue:44291", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:44062|issue:44987" + ], + "prepared_review_unit_hash": "f45cfd0c3171f128741a0ca17e8e492cad986c72310935f6549d8e1dc2660a35", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37699, + "estimated_input_tokens": 9425, + "estimated_eval_tokens": 19106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated closed issues with a few loose Transformer v5 regression similarities; I would not consolidate any of the proposed soft edges.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43646 is the broadest, clearest representative of the cluster\u2019s recurring v5/custom-model initialization regression theme; the other items are mostly narrower model- or feature-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most generic and self-contained issue here, so it is the best umbrella representative for related initialization regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Different failure modes: perplexity/quality on a specific model vs tokenizer post-processor updates at runtime." + }, + { + "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:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is about non-persistent buffer contents and the other about custom model initialization; not the same concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Token accounting bug and multi-image iterable-dataset failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend packaging omission is not the same as an unsupported backend registration error for tensorflow_text." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but one is a regression from an unsupported arg and the other is a different helper-function issue." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Ignoring skip_special_tokens and failing on empty transcription after align_special_tokens are different Whisper bugs." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo is unrelated to loading a specific BERT model." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image Qwen2.5-VL dataset loading and mistral_common continue_final_message are unrelated paths." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict is not the same as notebook custom-model initialization breakage." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both concern GGUF loading, but one is a broad from_pretrained breakage and the other is a specific Qwen2.5-GGUF failure; not clearly the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-compilation TypeError and GraniteMoEHybrid invalid-method calls are different issues." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized device_map offload loading and Qwen2.5-GGUF loading are distinct failure paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures in v5, but they target different models and likely different root causes." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Sampling-rate defaulting in apply_chat_template is unrelated to batched-vs-single padding mask behavior in MIMI." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local checkpoint loading for GraniteSpeech is unrelated to mistral_common continue_final_message." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure and non-template-node compilation error are not the same code-path problem." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise/logging is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistencies and StaticCache sequence-length type mismatch are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Related v5 init regressions, but one is broad custom-model initialization and the other is specifically junk-filled non-persistent buffers." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter notebook custom-model initialization and buffer initialization junk are adjacent but not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Untied lm_head weights and device-dependent serialization of lm_head.weight are different symptoms and not clearly one bug." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope-index scaling bug are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Batched-vs-single padding-mask mismatch and DAC.from_latents vs forward mismatch are different model-specific inconsistencies." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "A model load failure for ScandiBERT is unrelated to a Mistral regex patch crash." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8-config failure and unexpected _is_hf_initialized argument during init_empty_weights are different initialization bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and OmDet-Turbo processor size mismatch are unrelated vision issues." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different affected models and different failure mechanisms: loading a model vs tokenizer regex patching." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen not updating have no common underlying bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict is unrelated to loading facebook/MobileLLM-125M." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-arg conflict and loading physical-intelligence/fast are different tokenizer/model-loading failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 11, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710" + ], + "soft_pairs": [ + "issue:43089|issue:45987", + "issue:44265|issue:44610", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:45216|issue:45357", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43632|issue:44756", + "issue:43792|issue:44589", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43482|issue:45538", + "issue:43632|issue:44534", + "issue:41553|issue:43582", + "issue:43531|issue:44291" + ], + "prepared_review_unit_hash": "3900eff2bc4e39cc0ee127ee773aa734478ea643bbf55588f7fe0226785f63e2", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35940, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformer/v5-regression issues with one plausible duplicate pair around Qwen3.5 save_pretrained checkpoint keys. No PRs are present.", + "confidence": 0.59, + "canonical_issue_reason": "issue:45216 is the best canonical issue here: it describes the broader Qwen3.5 save_pretrained regression, and issue:45357 reads like a narrower follow-up on the same checkpoint-key problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the clearest concrete bug report in the only near-duplicate subcluster, so it is the best representative issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Different problems: generation sync/dispatch overhead vs. StaticCache return-type contract." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated bugs: torch.export with torch_compilable_check vs. OmDet processor image-size mismatch." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal failures, but on different models and different failure modes; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL regressions: video-input handling vs. still-image temporal position_id scaling." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained regression; 45357 appears to be a later, narrower report about incorrect visual encoder keys." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load error and CUDA assert in device mapping are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3-MoE sliding_window vs. strict config loading for granite_speech." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both concern tokenizers in v5, but one is a loading regression and the other is a performance regression; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is unrelated to noisy loading logs." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and failures: PaddleOCR-VL load in vLLM vs. Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction issue and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "One is a base_model_prefix loading regression, the other is non-persistent buffer corruption; different code paths." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is finetuning with multiple images per prompt and the other is still-image position_id scaling." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer bugs affecting different models and behaviors; not mergeable as one fix." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs. a specific tokenizer loading failure are not the same underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated regressions: _is_hf_initialized handling vs. mmap/OOM on Strix Halo." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing misuse is not the same as missing supports_gradient_checkpointing metadata." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are different issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL family training issues, but they concern different model versions and distinct data-path failures." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights argument compatibility is unrelated to float8 storage resolution." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states rebuilding are different bugs." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to DeepSeek accuracy regression." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model-loading failures: GGUF/v5 compatibility vs. missing pad_token_id on Llama4Config." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading regression and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions affecting different internals; not the same code path." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer Voxtral error message and Apple Silicon TypeError are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different compatibility problems: Qwen3-MoE sliding_window vs. init_empty_weights/_is_hf_initialized." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the summary stays within the packet, correctly notes that the cluster is mostly heterogeneous, and the only accepted soft-edge pair (45216/45357) is reasonably conservative given their shared Qwen3.5 save_pretrained/key-regression framing. No PRs are present, as stated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 12, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43421|issue:44568", + "issue:44829|issue:45479", + "issue:41720|issue:45081", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:42175|issue:43296", + "issue:43644|issue:44079", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:43792|issue:43957", + "issue:45325|issue:45381", + "issue:43493|issue:43994", + "issue:43454|issue:44466", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43632|issue:45072", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43296|issue:45800", + "issue:44479|issue:45823" + ], + "prepared_review_unit_hash": "c85596188b33837ecaa32ac92b1aa5912795ea2a0cd60992c106e0f1b316ed12", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36631, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most edges are loose theme matches rather than duplicates. The Qwen2.5-VL pair (45325/45381) is the closest match, but with only titles available it is best treated as a related report pair, not a confirmed duplicate/root-cause merge.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 45325 is the most code-path-specific Qwen2.5-VL report, but the available evidence is only enough to treat it as the best representative for the position-id regression family, not as a proven superset of 45381.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45325 is the strongest single representative because it names the `get_rope_index` position-id scaling path directly; 45381 appears related, but the packet does not establish a shared root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both involve memory/offload behavior, but one is a device-mapping load failure and the other is MoE training memory usage; different bugs." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow packaging/backend availability, but one is install extras metadata and the other is a runtime undefined-backend error." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "One is runtime post-processor refresh for special tokens; the other is a tokenizer-specific BOS/EOS regression. Related area, not the same bug." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different failure modes: flash-attention training degradation vs. binary classification with `num_labels=1` producing zero loss." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated code paths: Qwen3 device-mapped CUDA assert vs. Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate internals with different symptoms." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both mention tokenizer loading, but one is ignoring `tokenizer.json` while the other is a Granite token-ID regression; not clearly the same defect." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and mechanisms: Video-LLaVA tower wiring vs. Sam3 text-encoder weight loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are vision-model issues, but one is Video-LLaVA architecture wiring and the other is Qwen3.5 save/load key naming." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both involve Transformers v5 model lifecycle changes, but one is `base_model_prefix` loading and the other is custom initialization; too broad to merge." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both concern batching/padding effects, but they affect different models and different failure modes (output mismatch vs. NaNs)." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend installation issue vs. a vLLM model-load failure for PaddleOCR-VL; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization and ModelOutput key handling are unrelated implementation details." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment do not share a code path." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "`torch.export` / `torch_compilable_check` failure is unrelated to dtype mismatch during bfloat16 inference." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/runtime issues, but one is Whisper execution and the other is `torch.device(\"meta\")` initialization breakage." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen2.5-VL position IDs in 5.3.0, but the packet only provides titles; it does not prove a shared root cause or that one report subsumes the other, so this is related but not a confirmed duplicate." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is an HF-vs-JAX discrepancy and the other is nonsensical outputs via AutoModel/pipeline; not enough to call duplicates." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention `lm_head.weight`/weight tying, but one is a model-specific tie failure and the other is a device-dependent serialization regression." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL vision inputs, but one is finetuning with a multi-image IterableDataset and the other is video `vision_position_ids`; different concrete bugs." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position IDs and Kosmos2.5 OCR long-input indexing are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and different failure classes: FP8 config support vs. GGUF loading under Transformers v5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "`init_empty_weights` argument handling and strict config loading are separate compatibility issues." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` flag handling and bfloat16 dtype mismatches are distinct regressions." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization-version changes are not the same underlying bug." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL positional-id computation." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen video position IDs are different subsystems." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and torch/Transformers version incompatibility are different issues." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-specific regressions, but one is Qwen video-input handling and the other is Gemma4 PLE device placement." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the evidence in the packet. The only accepted pair, issue:45325 vs issue:45381, is plausibly related because both concern Qwen2.5-VL position IDs in 5.3.0, but the packet only gives titles; it does not establish a shared root cause or that one subsumes the other. Phrasing like \"cleanest root-cause report\" and \"same regression family\" overstates what can be concluded from the available data. The other rejections are conservative and fine, but this one needs to be softened to a related/not-confirmed-duplicate stance." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 13, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43881|issue:44488", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:42796|issue:46209", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:43526|issue:43883", + "issue:36331|issue:42617", + "issue:43881|issue:44991", + "issue:44387|issue:45704" + ], + "prepared_review_unit_hash": "9cb385d2d582585269e3cb3dc8da405622eea04403bc110d4ae3992f6a9305a0", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36835, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous set of unrelated issues; none of the proposed soft pairs are strong duplicates, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue emerges: the cluster spans unrelated tokenizer, loading, quantization, training, and model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no single issue that subsumes the rest; at best these are separate model- or subsystem-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to torch.export/torch_compilable_check failures." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and Whisper empty-transcription failures are different model/code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device-map cuda asserts." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset handling and progressive generation with past_key_values are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and sleng-bert tokenizer loading failure are separate issues." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "weight tying bug in AyaVision is unrelated to Bamba SDPA torch.compile failures." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload mismatch does not match DAC.from_latents vs forward inconsistency." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to Qwen2.5-VL iterable-dataset multi-image finetuning." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device mapping, but they affect different models and different failure modes." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes are unrelated to export failures involving torch_compilable_check." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Moonshine streaming mask off-by-one and tokenizer conversion slowdown are different regressions." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight-conversion/loading bug is unrelated to missing gradient-checkpointing flag." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and symptoms differ substantially." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision weight tying and bfloat16 dtype mismatches are separate problems." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Dequantized model offload loading and generic quantized offloading issues are not the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying bug is unrelated to BitNet packed-weight unpacking during loading." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batch-padding behavior is unrelated to Perceiver non-default-resolution failures." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity evaluation and ineffective gradient checkpointing are different concerns." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk initialization are distinct loading bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx regression is unrelated to composite Qwen text_config unwrapping." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq save/load breakage are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map cuda asserts and Llava Next segfaults are unrelated failures." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weights attribute error." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to 3d_parallel.py runtime failure." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading failures affecting different models; not the same underlying bug." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA memory regression and T5 apex RMSNorm leak are separate 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": 23, + "review_unit_index": 14, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44466|issue:45357", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:43065|issue:46402", + "issue:41720|issue:42617", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:26413|issue:28530", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:44008|issue:45823", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:36010|issue:42617", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361" + ], + "prepared_review_unit_hash": "2da19d6f7181088c343052b671db5ae11609223edd65766a43ac8db168aaf589", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36498, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate at the concrete bug/change level; most are only loosely related by subsystem or symptom. I\u2019d use issue #43873 as the best overall issue anchor because it is active, broadly scoped, and has the strongest discussion/reference signal, but there is no PR candidate here.", + "confidence": 0.72, + "canonical_issue_reason": "#43873 is the most central and actionable issue in the set: it is open, broadly framed around offloading/quantization behavior, and has the strongest external reference signal.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 has the best combination of scope, activity, and likely downstream relevance for anchoring this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: multi-GPU training vs flash-attention generation; too broad to be the same bug." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated code paths: custom trainer compute_loss signature vs Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/pretrained-related regressions, but they are different model-specific serialization bugs with different affected keys." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Config-loading failure and tokenizer-loading failure are distinct issues affecting different artifacts." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch shape bug vs tokenizer behavior change; not the same underlying defect." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on a model does not match a tokenizer-version-change issue, even if tokenization may be involved indirectly." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both are Sam3-related, but one is a dummy Conv2d choice and the other is missing text-encoder weight loading; different fixes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Completely different training/runtime problems and model contexts." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offloading, but one is quantization/offload correctness and the other is mmap OOM on a specific platform." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash vs dtype mismatch in unrelated models; no shared concrete code path." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Both trainer-related, but one is checkpoint resume epoch iteration failure and the other is early stopping metric lookup." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different failure modes: torch.compile/SDPA vs accelerate loading of packed weights." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype loading bug and resume_from_checkpoint max_steps bug are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is missing weight tying in a generation model; the other is incorrect save_pretrained key serialization for a different model family." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer API regression vs tokenization changes; too generic to merge as one bug." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are runtime issues, but one is compile/SDPA and the other is CPU offload device mismatch." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both touch loading/custom model usage, but they describe different failures and different API surfaces." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash and image-size mismatch are separate preprocessing bugs." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Variable-name collision in one model\u2019s forward pass vs device_map auto forward mismatch in another model." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Different quantization/offload problems with different root causes and execution stages." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-resolution mismatches, but they affect different processors/models and likely need different fixes." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError in generation API is unrelated to failing to run a 3d parallel script." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve crashes on multimodal models, but the concrete attribute errors and affected processors differ." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and permission propagation are unrelated save/load behaviors." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and parallelism features; no shared concrete bug." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "MoE sliding-window behavior and missing pad_token_idx are distinct model/config issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Quantized model loading and pipeline import dependency validation are different code paths." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer crashes in different models; no evidence of the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 15, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:43526|issue:43881", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:29159|issue:36032", + "issue:43540|issue:43782", + "issue:44387|issue:45701", + "issue:43606|issue:43720", + "issue:44492|issue:44509", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:45357|issue:46402", + "issue:43531|issue:44589", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:44625|issue:45479", + "issue:43644|issue:46665" + ], + "prepared_review_unit_hash": "06145b8c09b919cfcf1ac17d0e81863523ae5298075d43ebb14a0d5dee6144b5", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36375, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports with no shared underlying bug. The only clear duplicate pair is the two reports about non-persistent buffers being filled with junk in Transformers v5.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43644 is the earlier, more specific report of the same non-persistent-buffer corruption bug, and it already has inbound reference activity; issue:44534 is a later rephrasing of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best issue candidate overall because it is the clearest and earliest representative of the only true duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different subsystems and failure modes: BeitImageProcessor label reduction vs GLM-4V loading failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config behavior, but one is Gemma3TextConfig API mismatch and the other is GPTNeoX rotary_pct reload persistence." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Unrelated bugs: Qwen3Moe FP8 config failure vs Llava Next segmentation fault on load." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric resolution and void segmentation map processing are different issues." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset behavior are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different models and code paths: SDPA/torch.compile failure vs tokenizer special-token registration." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency is not the same as the T5 add_special_tokens load-time conflict." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video input processing differs from Qwen3VL weight_only loading failure." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Memory/OOM under int4 quantization is unrelated to tokenization behavior changes across versions." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are different problems." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo is unrelated to stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Both mention from_pretrained/v5 behavior, but one is buffer initialization corruption and the other is a class-usage inconsistency." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path slash import warning and multimodal token-counting undefined-variable bug are different." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different models, symptoms, and root causes: offload mismatch vs tokenizer special-token registration." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering on tuple labels is unrelated to SAM3 text/bbox processing behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming API failure are distinct service/runtime issues." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting is unrelated to progressive generation cache behavior." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual encoder save keys and missing text encoder load are related only broadly to checkpoints, not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are different configuration issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but for different checkpoints and failure causes." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and CPU-offload rotary embedding compatibility are different Qwen3-related bugs." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "These are separate config/API issues and do not share the same concrete code path." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Num_labels propagation bug is not the same as single_label_classification yielding zero loss." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption and from_pretrained behavior inside Python classes are not the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are clearly the same bug: Transformers v5 incorrectly fills non-persistent buffers with junk; the titles differ only in specificity." + } + ] + }, + "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": 23, + "review_unit_index": 16, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693" + ], + "soft_pairs": [ + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:45704|issue:45923", + "issue:43421|issue:43927", + "issue:43381|issue:45704", + "issue:43531|issue:43645", + "issue:46655|issue:46693", + "issue:43746|issue:46050", + "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:44514|issue:44545", + "issue:39692|issue:43873", + "issue:46032|issue:46463", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:43421|issue:44186", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:43720|issue:43819", + "issue:45356|issue:45907", + "issue:43653|issue:43720", + "issue:43295|issue:45834" + ], + "prepared_review_unit_hash": "d2fe2f9988b7321f7bff88e09f675a906aaec0e3a557e1881d713076bda5df90", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37070, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous bug reports. The strongest duplicate-like pairs are the offline-tokenizer cache regression and the Qwen2_5_VLProcessor batched padding=False crash; the latter is a near-duplicate with minor title/formatting differences, not an exact title match.", + "confidence": 0.85, + "canonical_issue_reason": "issue:44545 is the cleanest representative of the Qwen2_5_VLProcessor pair: it describes the same apply_chat_template batched-input crash with padding=False, with only minor title/formatting differences and slightly more inbound attention.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best issue anchor here because it is essentially the same bug report as issue:44514, just phrased more cleanly and with the same concrete failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different bugs: AddedToken construction error vs a model loading failure for ScandiBERT." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated code paths: Perceiver image classification resolution handling vs bfloat16 dtype mismatches." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: loading a model package vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen, but one is a tie_word_embeddings warning and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Not the same bug: eval-mode gradient checkpointing restriction vs gradient blow-up with ZeRO-3." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different issues: SigLIP2 documentation/model mismatch vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely different systems: Qwen3 device-mapping crash vs a T5 RMSNorm memory leak." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: memory leak in T5 vs missing supports_gradient_checkpointing on a trust_remote_code model." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor refresh and the other is config save/load losing custom token IDs." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No shared bug: gradient checkpointing mode handling vs a T5 normalization memory leak." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Different domains: Qwen3-MoE sliding-window behavior vs Jupyter custom model initialization regression." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Unrelated: video processor padding calculation vs FA2 long-context performance regression." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different loading paths: PEFT adapter local checkpoint loading vs sinq quantized model save/load breakage." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve trainers, but one is input-embedding unpacking with TRL and the other is evaluate-after-train behavior." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline-tokenizer regression: both fail because tokenizer loading makes an unconditional hub metadata call in offline/cache-only mode." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different model-construction issues: text_config unwrapping vs a missing gradient-checkpointing capability flag." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same underlying Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; the titles differ only by minor formatting/punctuation." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Different themes: SigLIP2 docs/model mismatch vs quantization offloading not working as expected." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated: Mamba2Mixer use_cache correctness bug vs T5 decoder-input validation error messaging." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different subsystems: PEFT adapter checkpoint loading vs quantization/offloading behavior." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-quality issues, but they are different model families and different failure modes." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizers, but one is post-processor refresh and the other is BigBird special-token registration/decode output." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor void segmentation maps vs GenerationMixin import failure." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer bugs: runtime special-token update vs LayoutLMv2 NER/padding-truncation crashes." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL failures: weight_only loading vs incorrect video vision_position_ids." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Same helper area, but not the same concrete bug: Mistral regex loader crash vs Kimi-K2.5 codec/warning regression." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated: packed-weight loading bug in BitNet vs DAC latent conversion mismatch." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Different issues: tokenizer codec/regex regression vs list_repo_files failing to forward revision." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "No shared underlying bug: BigBird special-token registration vs BitNet accelerate loading." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: processor/tokenizer API regression vs Kosmos2.5 long-OCR index error." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge conservatism is mostly fine, but the writeup overstates the evidence for the Qwen2_5_VLProcessor pair: issue:44514 and issue:44545 are near-duplicates, not verbatim/exact title matches. The canonical/best reasons should be toned down from \"exact title match\" to \"essentially the same bug report with minor formatting/title differences.\" Because of that precision error, I would reject this summary." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 17, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46294", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:43596|issue:44220", + "issue:43550|issue:45072", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43618|issue:43697", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:44220|issue:44661", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:30064|issue:36331", + "issue:43643|issue:44877", + "issue:41720|issue:44991", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:43540|issue:44008", + "issue:39692|issue:45834", + "issue:44485|issue:44509", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:43644|issue:43749", + "issue:45584|issue:45834", + "issue:34634|issue:36010", + "issue:43322|issue:45685" + ], + "prepared_review_unit_hash": "50ef9baa2876d81ad013cafe6b66953d873ca4b7c68099e43f82664462c3f4b1", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36078, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a mix of unrelated Transformers issues with only loose overlap around v5 regressions and loading/compatibility behavior. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43611 is the best anchor: it describes a broad, concrete Transformers v5 loading regression affecting models with `base_model_prefix`, which is more central and generally impactful than the other highly specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the strongest representative issue in this set because it is a clear, reproducible framework-level regression with wide user impact and a clean failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different failures and subsystems: DeepSpeed ZeRO3/BertModel indexing vs fbank feature extraction." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both mention model/runtime issues, but one is Bamba torch.compile SDPA and the other is dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated bugs: torch.compile+SDPA in Bamba versus DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer constructor argument collision is unrelated to loading `cjvt/sleng-bert` failing in a specific model/tokenizer setup." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal/video issues, but one is a ValueError in Qwen3OmniMoe and the other is video token/feature mismatch in Qwen3.5-9B chat templating." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Different model/runtime problems: wrong video position IDs in qwen2.5-vl versus a FA2 long-context performance regression." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both concern output changes, but the model families and likely code paths differ; no evidence of the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig missing fields with trust_remote_code." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading APIs, but one is a Transformers 5.0 base_model_prefix regression and the other is inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction issue versus tokenizer mapping failure in add-new-model-like; different components and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to DAC.from_latents mismatching forward pass." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver image classification failing at non-default resolution." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void segmentation maps and CustomTrainer.compute_loss signature mismatch are unrelated bugs." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config/loading related, but one is missing fields from trust_remote_code and the other is strict config blocking granite_speech; different root causes." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on Qwen3 is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse layer construction bug and Smollm3 RoPE layer count bug affect different model implementations." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model paths and symptoms: Bamba torch.compile SDPA failure versus DAC latent reconstruction mismatch." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Offline model_info call in Mistral regex patch is a different bug from backend_tokenizer attribute access crashing fix_mistral_regex." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 example/documentation issues are distinct from Kosmos2.5 long OCR input index errors." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer issues." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failure types: Pegasus v4/v5 output drift versus CamemBERT masked LM prediction regression." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0 is not the same as broken FSDP CPU RAM efficient loading." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription failure after align_special_tokens is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import error are unrelated issues." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation fault and MPS histogram on Int in moe are different code paths and hardware-specific failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 18, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:45183|issue:45479", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43950|issue:45987", + "issue:43825|issue:43994", + "issue:44991|issue:46291", + "issue:43582|issue:46512", + "issue:43577|issue:43818", + "issue:46294|issue:46463", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43421|issue:44811", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43825|issue:43827", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:45987|issue:46192", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:42175|issue:45081", + "issue:34634|issue:36331" + ], + "prepared_review_unit_hash": "4924fe691e91b05f7f3542709317f53fb2ed6acf4622cf06a8d042f83aa98b2d", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36333, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous rather than duplicate-heavy. The only strong soft matches are a couple of tokenizer/pipeline fallout pairs; the rest are clearly different bugs spanning loading, multimodal, trainer, and runtime issues.", + "confidence": 0.81, + "canonical_issue_reason": "No single issue cleanly covers the cluster; it mixes unrelated tokenizer, multimodal, trainer, and loading bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the broadest representative of the tokenizer/version-regression subcluster, but it still does not represent the full set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: CPU-offload device mismatch vs a bfloat16 dtype mismatch in another model." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is validation/error-message logic; the other is a zero-loss classification bug. Different code paths." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch vs Gemma3n forward variable collision; unrelated." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics label truncation is unrelated to Mamba2 use_cache producing incorrect results." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video-input regression and long-OCR index error are different model/input bugs." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Silent buffer corruption on load vs StaticCache returning the wrong type; different underlying issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline-removal docs/error-message fallout vs Siglip2 nonsensical outputs; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure vs kernels package import/version requirement; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs stale config dtype after from_config; different problems." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading issue vs Video-LLaVA temporal-attention/weight-sharing issue; not a duplicate." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video feature/token mismatch vs T5 decoder-input validation error; different failure modes." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation issue; different code paths." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "The first is a specific v5 API-removal breakage; the second is a broad remote_code regression report, not the same concrete bug." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; different artifacts." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape/indexing error vs trainer.evaluate() after train(); unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError vs Qwen2.5-VL vision_position_ids regression; different bugs." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor/model input-size mismatch vs dtype mismatches in inference; unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": true, + "reason": "Both are fallout from the v5 pipeline removals: one about stale docs, the other about a misleading translation-task support/error message." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch bugs." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both concern tokenizer behavior inconsistencies around added tokens and slow/fast tokenizer output." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP RAM-efficient loading failure vs init_empty_weights receiving an unexpected argument; different root causes." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization breakage vs from_pretrained inconsistency inside Python classes; not the same issue." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache seq-length return-type bug vs return_tensors being ignored when text_kwargs is passed; different behavior." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression vs a broad tokenization-version-change report; too different to merge." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype loading issue vs Apple Silicon warmup TypeError; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend install issue vs Mistral tokenizer backend_tokenizer crash; different problems." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs CustomTrainer.compute_loss signature error; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the cluster is indeed mixed, and the canonical/no-single-issue conclusion is conservative. The two accepted soft matches are defensible from the packet (tokenizer behavior pair; v5 pipeline-removal fallout pair), and the rejected pairs are generally cautious rather than overstated. No mergeability issues stand out from the given evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 19, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728" + ], + "soft_pairs": [ + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:46697|issue:46728", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:43742|issue:45020", + "issue:44589|issue:45042", + "issue:45081|issue:45406", + "issue:43782|issue:45325", + "issue:45372|issue:46326", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43550|issue:44912", + "issue:43329|issue:45600", + "issue:43526|issue:43697", + "issue:43452|issue:44991", + "issue:43526|issue:44554", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:36010|issue:43645", + "issue:43906|issue:46209", + "issue:43819|issue:43927", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43720|issue:44610", + "issue:42490|issue:43257", + "issue:39692|issue:44912" + ], + "prepared_review_unit_hash": "b48e0ca88dd503c72743278bd99f04809a42b5b61750c8c39e3b55bef1d484c1", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36584, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the issues are mostly unrelated model-loading, processor, training, quantization, and environment bugs. All soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45020 is the broadest loading-regression report, but the cluster is too heterogeneous for any issue to be a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; 45020 is only a loose umbrella, while most others are model- or component-specific failures with different root causes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access bug and CLIP text-model structure inconsistency are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode issue and MXFP4 quantization fallback are different code paths." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processing bugs, but one is Swin2SR over-padding and the other is Aria patch counting; different defects." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default and DAC latent/STE mismatch are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are different backend failures." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM load error is not the same as the broad remote_code regression." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL/torchvision dependency regression are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4 processor _tokenizer error are distinct tokenizer/processor bugs." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only load failure and Qwen2.5-VL rope-index scaling bug are different model behaviors." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import error for Gemma4 loading and the other is continue_final_message behavior; not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "The tied-weights warning issue in Qwen3-Next is not the same as the LoRA warning for Qwen3.5-27B." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error and CLIPTokenizer max-length bug are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure and MXFP4 quantization fallback are different problems." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-token helpers and removed config references are unrelated maintenance/logic bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Beit reduce_labels bug and RTDetrV2 output drift are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling and a tokenizer-loading regression for one model are different from from_pretrained failures." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and MPS attention correctness are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE loading/conversion and multimodal video-token math are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import error and custom compute_loss signature breakage are different API regressions." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and Jupyter custom-model initialization failure are not the same issue." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of issue 38071 and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent mismatch and DiaConfig save/load token-ID loss are distinct bugs." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and PIL backend torchvision requirement are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO3 index error and evaluate-after-train failure are different training pipeline bugs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing tensorflow in a torch install extra and kernels dependency import failure are unrelated packaging issues." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading and OmDet-Turbo processor/model size mismatch are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash import warning and Qwen3 MoE weight conversion failure are different loading bugs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc example errors and MXFP4 quantization fallback 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": 23, + "review_unit_index": 20, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:38175", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:43643|issue:45759", + "issue:43854|issue:44977", + "issue:44387|issue:44617", + "issue:43257|issue:43696", + "issue:43257|issue:43931", + "issue:43262|issue:44811", + "issue:46421|issue:46424", + "issue:42915|issue:43742", + "issue:45459|issue:45803", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:43650|issue:43906", + "issue:43540|issue:46701", + "issue:43927|issue:44912", + "issue:29159|issue:34567", + "issue:43525|issue:46291", + "issue:43454|issue:43577", + "issue:44987|issue:45538", + "issue:44568|issue:45356" + ], + "prepared_review_unit_hash": "63cd6c571d8ae1d37352024b4b9f17ba9f0b620955ea55ca3c9e1ef29831950b", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34995, + "estimated_input_tokens": 8749, + "estimated_eval_tokens": 17754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicate pair is convincing enough to merge. The cluster is mostly a grab bag of distinct issues across tokenizers, configs, multimodal/video processing, loading, and memory/offload behavior. 43749 is the best representative issue because it has the strongest discussion/inbound activity and a concrete, well-scoped loading bug.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43749 is the most prominent and well-supported report in the set, with high discussion activity, inbound references, and a specific broken feature description.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the clearest representative issue: concrete symptom, active discussion, and enough context to anchor the cluster better than the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different products and code paths: GraniteSpeech PEFT/local checkpoint loading vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are model-processing bugs, but one is zero probabilities on Siglip2 and the other is an image-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but one is AutoConfig/trust_remote_code missing fields and the other is AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM-4.7-Flash load/test issue versus Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "OOM is the symptom in both, but the causes are different: int4 reserved-memory regression vs Sam3Video runtime memory exhaustion." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading bug is unrelated to a plain CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Accelerate+deepspeed MOE conversion failure is not the same as a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor sampling-rate defaults and Whisper decode special-token handling are unrelated bugs." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both concern cache behavior, but one is lazy-init recompilation and the other is max_cache_length semantics; not the same underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to a key error loading MobileLLM-125M." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention exception handling, but they are different helpers with different failure modes and code paths." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "There is some overlap on video-input regressions, but 43329 is a specific undefined-variable bug while 44479 is a broader multi-model regression; not enough to treat as the same issue." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are different memory-related problems in different subsystems." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is unrelated to PIL backend processors requiring torchvision." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FP8 config loading for Qwen3Moe and AutoImageProcessor URL loading are different problems." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they affect different models and different execution paths." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking is unrelated to high perplexity on GPT-oss-20b." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "ADD THE DATA is not a concrete bug report, and it is not the same as a reproduction of issue 38071." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different pipelines and symptoms: Qwen3OmniMoe video processing error versus DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID persistence loss is unrelated to MXFP4 quantization fallback on gpt-oss-20b." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState token counters are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config has nothing to do with a kernels dependency/version requirement in transformers.pipelines." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are different loading/model-initialization bugs." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading failure and CLIPTokenizer's model_max_length sentinel are not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions in different models/release windows; no evidence of a shared root cause." + } + ] + }, + "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": 23, + "review_unit_index": 21, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693" + ], + "soft_pairs": [ + "issue:28282|issue:34689", + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:43697|issue:45357", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:44479|issue:46693", + "issue:43317|issue:45538", + "issue:44062|issue:44991", + "issue:44849|issue:45701", + "issue:42915|issue:43749", + "issue:43577|issue:46512", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:27957|issue:28282", + "issue:43540|issue:44560", + "issue:24643|issue:29159", + "issue:42175|issue:44488", + "issue:44291|issue:44821", + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:44479|issue:45381", + "issue:44568|issue:45488", + "issue:38175|issue:44898", + "issue:34567|issue:36331" + ], + "prepared_review_unit_hash": "d1c498143b9d18cab1f04b7b4f33df36907dc501d33e65ae4be976277c71e731", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35838, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pairs look like true duplicates; most are only loosely related by subsystem or general error type. The strongest representative issue in the set is the open tokenizer regression in issue:45488.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45488 is the most clearly scoped, still-open, user-facing regression with concrete impact and active discussion, so it is the best representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 has the strongest combination of clarity, reproducibility, and ongoing relevance among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading/import failures, but one is a missing-PyTorch environment error and the other is a model-loading regression for a specific Llama vision model." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but they describe different bugs on different models and code paths." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "These are unrelated dependency/version problems: Torch compatibility versus a kernels revision/version requirement." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "One is an output divergence regression in RTDetrV2, the other is an incorrect save_pretrained key issue for Qwen3.5." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "These concern completely different components: FP8 config loading for Qwen3Moe versus CLIPTokenizer max length." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and an unsupported PEFT version bump are not the same underlying bug." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS bus error in CLIP loading is unrelated to TrainerState token counting not updating." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "One is an install backend packaging issue, the other is a missing model class import error." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "A MobileLLM key error and an init_empty_weights argument mismatch are distinct loading failures." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import and a LayoutLMv3 box-content validation message are different issues." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both involve video/attention regressions, but one is a multimodal video-input functional regression and the other is a performance regression under long-context generation." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure is unrelated to a tokenizer max-length bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading problems, but the concrete failure modes and affected models differ and there is no evidence they share the same root cause." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state behavior and a version-dependent tokenization change are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 config handling and FSDP CPU RAM efficient loading are separate advanced-loading failures." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "One is about actual model/qformer dtype staying float32; the other is about config.dtype getting stale after from_config." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF file handling and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA assert under auto device mapping for Qwen3 is not the same bug as Qwen3OmniMoe video-input validation." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a missing PyTorch import error." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input issues, but they affect different Qwen model families and have different observed failures." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "A DeepSpeed training runtime error and tokenizer slow/fast inconsistency are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging backend selection and a specific model load failure for cjvt/sleng-bert do not match." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "The init_empty_weights argument regression and AutoImageProcessor URL loading are different code paths." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A model-loading failure and a hub list_repo_files revision-forwarding CI break are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video processing and the broader qwen2_5_vl/qwen3_vl/qwen3_5 video regression are not the same concrete issue." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different failure mechanisms." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "A zero-probabilities problem in SigLIP2 is unrelated to a Perceiver image-classification resolution/interpolation failure." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature changes are distinct Trainer API 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": 23, + "review_unit_index": 22, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44792|issue:44964", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:43716|issue:46701", + "issue:44737|issue:46463", + "issue:43756|issue:46399", + "issue:43531|issue:44821", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43906|issue:46468", + "issue:43577|issue:45072", + "issue:45823|issue:46463", + "issue:43452|issue:44488", + "issue:43906|issue:46693", + "issue:43404|issue:45987", + "issue:44737|issue:45588", + "issue:44625|issue:44877", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:44913|issue:46121", + "issue:43540|issue:46693", + "issue:28282|issue:32090", + "issue:24643|issue:29127", + "issue:43720|issue:44898" + ], + "prepared_review_unit_hash": "c238b39495ac2d1146e2fb88fdbeedf1aa6dd06007c922fc2db1136acfb38bcc", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35601, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: the soft-similarity pairs mostly share broad themes like tokenizers, multimodal loading, or dtype issues, but they do not look like the same underlying bug/change. I found no strong duplicate PR candidates and no convincing issue-level duplicate cluster here.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45920 is the broadest, most active regression report in the set and best serves as a representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the most general and actionable bug report among these unrelated issues, with clear regression scope and multiple affected models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal-related, but one is a Janus test failure and the other is a Phi-4 model load failure; different code paths and symptoms." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading/conversion vs Smollm3 RoPE-layer dropping are unrelated model-specific bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is an AddedToken constructor error and the other is a Mistral regex patch crash; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A MobileLLM key error and a missing Float8 storage type are distinct loading/runtime failures." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression vs tokenizer regex crash; different subsystem and failure mode." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal issues, but they concern different models and different processing pipelines." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device bug and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer handling and Qwen3.5 kernel registration are separate model/code-path bugs." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are not the same issue." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch RoPE/vision models, but they target different models and different position-index logic." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer round-trip space loss and BOS/EOS insertion failure are different tokenizer behaviors." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A version pin release issue and a stale auto_mappings CI break are unrelated maintenance problems." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of one issue and a broken Nemotron example are not clearly the same underlying bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model families and different tensor flows." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch and T5 decoder validation are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading breakage and a specific model load failure are not the same underlying change." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "A reproduction issue and a FlashAttention performance regression are different classes of problems." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 weight tying and StaticCache seq-length contract issues are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional CPU work and FlashAttention sink-less crash are separate code paths." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are different config-handling bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and zero-loss classification are distinct label/classification issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression and a tokenizer ID regression are unrelated." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload bug and rope-param validation TypeError are different configuration failures." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input error and FA2 long-context performance regression are not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch and a trainer broadcast NoneType TypeError are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-shape RuntimeError and a LayoutLMv3 error-message clarity issue are not the same underlying problem." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failures are separate model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 23, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:33357", + "issue:35141", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491", + "issue:46701" + ], + "soft_pairs": [ + "issue:43697|issue:45216", + "issue:28282|issue:35141", + "issue:43643|issue:45375", + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:41762|issue:44936", + "issue:44361|issue:44442", + "issue:43688|issue:43749", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:43525|issue:46701", + "issue:38175|issue:43295", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:44936|issue:45823", + "issue:43531|issue:43742", + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43646|issue:43749", + "issue:43653|issue:44568", + "issue:43295|issue:45356", + "issue:29159|issue:33357", + "issue:43577|issue:43697", + "issue:44464|issue:44743", + "issue:43452|issue:43577", + "issue:43688|issue:45704" + ], + "prepared_review_unit_hash": "4bc11858b5d5210e0c4cbe652c436ccb48baf0f7ddd23b85e6e379d38d8233bd", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35899, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate cluster is supported here. The previously claimed 45372\u219446170 match is superficial: one is Gemma 4 / ReasoningEffort processor loading, the other is Windows AMD ROCm PyTorch / torch.distributed. The rest are separate model or tokenizer regressions, so no soft edge should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45372 is the clearest single representative because it has the most explicit, concrete Gemma 4 processor-loading failure description, but it should not be treated as a confirmed duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: RTDetrV2 output drift vs Qwen3.5 checkpoint save corruption." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import vs token-embedding resize/post_init reinitialization; unrelated failure modes." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but one is AutoConfig/trust_remote_code and the other is strict-dropping a specific vision config field." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model v5 regression." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 multimodal token defaults vs T5 decoder-input validation messaging; different code paths and symptoms." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure vs trainer lifecycle evaluate-after-train issue; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer implementations and distinct AttributeError/load failures." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization vs FSDP CPU RAM efficient loading; unrelated subsystems." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings vs quantized save/load breakage after sinq serialization." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug vs MLuke tokenizer task AttributeError; different defects." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading breakage vs offline-mode mistral regex patch issue; both are loader-related but not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch vs Whisper batch_decode skip_special_tokens handling; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config vs DiffusionGemma image-text pipeline failure; no shared code path." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities vs processor/tokenizer regression in custom model code; different failure classes." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs vs Perceiver interpolation failure; different models and symptoms." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Not the same bug: Gemma 4 ReasoningEffort/processor loading is unrelated to Windows AMD ROCm PyTorch torch.distributed import/type errors." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer.evaluate lifecycle bug vs Gemma4 device_map auto device mismatch; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs MobileLLM-125M key error; different problems." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard-without-TF backend issue vs tensorflow_text backend mapping failure; related installation surface, but distinct bugs." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "General v5 cleanup behavior change vs CodeLlama leading-space round-trip regression; related area only." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression vs FSDP RAM-efficient loading breakage; not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token regressions, but on different models and with different observable failures." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression vs Kimi-K2.5 codec/mistral-regex regression; different concrete bugs." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs MacOS CLIP bus error; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype casting bug vs RTDetrV2 output drift; different models and code paths." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both affect generation behavior, but compiled-forward chunking inconsistency and cache-state reset are distinct bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading failure vs BLIP2 dtype issue; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug vs T5 apex FusedRMSNorm memory leak; different implementation problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate/canonical claim is not grounded in the packet. Issue:45372 is about `ReasoningEffort`/Gemma 4 processor loading, while issue:46170 is about Windows AMD ROCm PyTorch and `torch.distributed`; the titles do not indicate the same bug, let alone match almost verbatim. Because the key duplicate conclusion overstates the evidence, this should be rejected." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 24, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:44991", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:46002", + "issue:46050", + "issue:46402", + "issue:46612", + "issue:46693" + ], + "soft_pairs": [ + "issue:43756|issue:46402", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:43550|issue:44361", + "issue:44484|issue:44704", + "issue:43688|issue:45440", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:32090|issue:33666", + "issue:44734|issue:46612", + "issue:44466|issue:46050", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:44977|issue:46693", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:33666|issue:36331", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43643|issue:44561", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:43262|issue:43295", + "issue:43720|issue:44361", + "issue:43493|issue:43825" + ], + "prepared_review_unit_hash": "c57293c273d25222a8de3eeb059ed2c3b949d5d7d00b22aed360f722f1dcc561", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37440, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These artifacts are broadly related to Transformers bugs, but the soft-similarity edges mostly connect different failure modes, models, or code paths. I found no true duplicate cluster to merge, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not describe the same underlying bug, despite overlapping vocabulary like tokenizer, generation, dtype, and loading.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative standalone issue, issue 44843 is the clearest actionable report, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and defects: missing RoPE layers vs text encoder weights not loading." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but one is an offline hub call regression and the other is a model-specific tokenizer load failure." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Mask token registration bug and config field loss on save/load are different root causes and symptoms." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary loss normalization is unrelated to a version-dependent tokenization change." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video input regression for Qwen VL models is not the same as num_labels propagation into text config." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a sliding-window attention GPU bug and the other is a classification-head init/checkpoint issue." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer attribute errors." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor kwargs not being forwarded to cached_file." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and bug classes: loss normalization vs DeepSeekV3MoE divergence." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Loading facebook/MobileLLM fails with a key error, while AutoImageProcessor from URL is a separate fetch/load problem." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is not the same bug as Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Different generation paths and models: serve KV-cache continuation indexing vs beam-search cache reorder omission." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights is distinct from sinq quantization save/load breakage." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and inconsistent chunked generation under compiled forward are different failures." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both concern generation, but compiled-forward inconsistency is not the same as the flash-attention correctness bug." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy field loading for Beit is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit pretrained preset loading and Bamba torch.compile SDPA failures are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention output correctness and long-context performance regression are not the same underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy config-field loading is unrelated to an OmDet processor/model input-size mismatch." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a custom trainer compute_loss signature mismatch are different issues." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading and DiaConfig token ID persistence are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is not the same as missing custom token IDs after save/load." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Trust-remote-code config field loss and removal of is_torch_fx_available are different regressions." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift and auxiliary loss normalization are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load failure is not the same as a flash-attention performance regression." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A model loading regression is unrelated to an unreleased PEFT minimum-version bump." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Broken documentation example and HF-vs-JAX implementation discrepancy are different scopes." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate defaulting and processor.tokenizer/image-passing regression are separate API bugs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer attribute failure do not share the same code path." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and a pipeline translation error message are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 25, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45290", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:44554|issue:46365", + "issue:44514|issue:45290", + "issue:43525|issue:43572", + "issue:43452|issue:44451", + "issue:44625|issue:45584", + "issue:44977|issue:46209", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:44849|issue:46209", + "issue:39692|issue:43295", + "issue:33357|issue:33666", + "issue:43646|issue:44466", + "issue:44568|issue:46489", + "issue:44849|issue:45357", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:46209|issue:46710", + "issue:44488|issue:44843", + "issue:43575|issue:45405", + "issue:43927|issue:44361", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43824|issue:44589", + "issue:44568|issue:45812", + "issue:43504|issue:43606" + ], + "prepared_review_unit_hash": "7ef12a3468f3bbe6b26fe0b77faa4ecb82b23d1ce56ef462ba66d086aa6bf3f3", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36394, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of superficially similar but actually unrelated bug reports, with many false-positive soft similarities around tokenizers, model loading, and version regressions. I would use the broad Granite tokenizer regression as the representative issue, but none of the soft edges look like true duplicates.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45812 is the broadest, most central tokenizer-regression report in the set: it affects all Granite models, clearly describes a v4\u2192v5 break, and has the strongest external signal (inbound references).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best global representative because it is concrete, high-signal, and broadly scoped compared with the many model-specific or one-off failures in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Different subsystems and failure modes: MPS attention correctness vs importing Trainer being blocked by datasets." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat template APIs, but the bugs are different: batched padding=False crash vs tool-call/no-content crash." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-pad-token wording, but they hit different config fields and different model families." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "One is a gguf_file loading regression across entry points; the other is a specific model load failure for ScandiBERT." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated models and code paths: config propagation bug vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different execution paths and symptoms: flash-attention generation issue vs FP8 inference failure on B200." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map forward mismatch and quantized save/load breakage are distinct bugs." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS bus error on a CLIP model; no shared concrete root cause." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs and return_tensors handling are different issues." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs Qwen3.5 flash-attention generation; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype regression in eval is not the same bug as ZeRO-3 gradient explosion." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and ZeRO-3 gradient growth do not share a concrete code-path." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference on B200." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both mention processor/tokenizer, but one is a docs example with multiple errors and the other is a regression in processor/tokenizer behavior." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely different models and failures: CLIP bus error on MacOS vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent lm_head serialization are not the same underlying bug." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in v5+, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states behavior and incorrect visual-encoder key serialization are separate issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16/FP32 dtype drift is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing Janus test case and an unreleased PEFT version bump are not duplicates." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure and a DeepSeek accuracy regression are different problems." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Specific model load failure vs offline-mode regression in _patch_mistral_regex; different root causes." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM during tensor-parallel load is unrelated to the PEFT version requirement issue." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Config save/load token-ID loss and tokenizer AttributeError on tasks are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup and flash_attn import KeyError are unrelated compatibility issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE loading, but one is accelerate/deepspeed weight conversion and the other is a different model-family load breakage." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing model class and a Float8 storage TypeError are not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion for mdeberta-v3 and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure in BEiT segmentation and CPU-offload device mismatch in bark-small 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": 23, + "review_unit_index": 26, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46369", + "issue:46424", + "issue:46701", + "issue:46710" + ], + "soft_pairs": [ + "issue:43606|issue:44112", + "issue:43334|issue:43572", + "issue:43334|issue:45759", + "issue:43572|issue:44291", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:45200|issue:45229", + "issue:44464|issue:45584", + "issue:45229|issue:45823", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:43994|issue:44493", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:44977|issue:46701", + "issue:28218|issue:34567", + "issue:15354|issue:38175", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:44423|issue:44734", + "issue:43493|issue:43701", + "issue:41720|issue:46710" + ], + "prepared_review_unit_hash": "1de51f31d8fb4d18f18d465afd620e4801551c889e4badb4277bad1a8577a734", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36094, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose similarity bucket of unrelated Transformers issues. None of the soft pairs look like the same underlying bug/change strongly enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate set emerges; the issues span many unrelated models, subsystems, and failure modes, so a shared canonical issue is not justified.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "issue:45229 is the strongest standalone candidate as it is the most detailed/high-signal report in the set, but it is not a true representative of the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Different models and failures: CPU offload device mismatch vs a CI stale device override test." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve missing config attributes, but they affect different models/fields and do not share the same concrete bug." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch multimodal config handling, but one is a missing pad_token_id attribute and the other is text_config unwrapping in from_config; not the same fix." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Completely different code paths: a StableLm config field regression vs an init_empty_weights argument error." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Unrelated failures: category cardinality limit vs an accuracy regression after upgrade." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different problems in different model classes; one is unexpected key handling, the other is CLIP text model structure drift." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading bug is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both mention generation/cache behavior, but the concrete bugs differ: compiled forward inconsistency vs cache length config honoring." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation and an image-text pipeline failure are not the same underlying issue." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family, but one is a required token-type default bug and the other is a multi-GPU OOM; different failure modes." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation/compiled forward is unrelated to Whisper empty-transcription behavior after align_special_tokens." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is OOM and the other is a device mismatch in PLE; not mergeable as one fix." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient amplification and Phi-4 multimodal loading are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading issues in general, but these are different concrete bugs and likely different fixes." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 output discrepancy and unexpected position-id keys are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to MLFlow job reporting on training failure." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention.py crash on s_aux=None is unrelated to sinq save/load breakage." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer consistency and trainer GPU broadcast NoneType errors are different subsystems and bugs." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning is unrelated to GPT-oss CUDA OOM." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template compilation error and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the DiffusionGemma pipeline failure." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to TrainerState token counting." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and sam3-litetext memory overflow are different issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention import version check are not the same bug." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related crashes, but the concrete failures differ: multimodal tensor `.to` on string vs KV-cache continuation indexing." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "A800 cudaErrorAssert with auto device mapping is unrelated to an accuracy regression after upgrade." + } + ] + }, + "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": 23, + "review_unit_index": 27, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46710" + ], + "soft_pairs": [ + "issue:45406|issue:46121", + "issue:45072|issue:45198", + "issue:43404|issue:46710", + "issue:43295|issue:43450", + "issue:37428|issue:43957", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:45200|issue:45823", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:43232|issue:44849", + "issue:43572|issue:44987", + "issue:43550|issue:43844", + "issue:43572|issue:43957", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:43653|issue:44112", + "issue:44466|issue:45127", + "issue:38175|issue:43493", + "issue:39692|issue:46192", + "issue:43278|issue:43856", + "issue:45381|issue:46209", + "issue:28218|issue:35141", + "issue:44521|issue:45290", + "issue:42915|issue:43824" + ], + "prepared_review_unit_hash": "9927ce49b10eac0e75df409be011508f01524cf9c5d02542fe24606119e00fda", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37004, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformers issues; I only see one plausible duplicate pair in the SigLIP2 reports. No pull requests are present in the cluster.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43493 is the broadest concrete bug report in the only plausible duplicate area (SigLIP2), while issue:38175 reads like a specific symptom of the same model discrepancy.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best single issue to anchor on because it describes the underlying HF-vs-JAX SigLIP2 mismatch more generally than the zero-probabilities symptom in issue:38175.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Different subsystems: Gemma4 processor loading vs rope-parameter validation." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated failures: dtype mismatch in inference vs Wav2Vec2 save/tokenization breakage." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Different bug classes: tied lm_head weights vs a model accuracy regression." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "One is processor.tokenizer/image-input regression; the other is batched video shape handling." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Different import/load paths: flash-attention utility import vs meta-device model loading." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling and multimodal config unwrapping are separate code paths." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video processing error in Qwen3OmniMoe is unrelated to Gemma4 token-type defaults." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting and PLE device mismatch are different issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as quantization offloading behavior." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "NER/batched padding crash in a tokenizer is unrelated to return_tensors precedence." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-map forward mismatch is unrelated to ignored return_tensors handling." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal processor bugs: image tokenizer regression vs wrong default image size." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Separate backend/import errors: flash_attn KeyError vs tensorflow_text backend validation." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch-shape bug and Qwen2 OOM on tensor parallelism are not duplicates." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync bug is unrelated to Qwen3.5 hidden-states output behavior." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing StableLmConfig field and a model-loading failure on physical-intelligence/fast are not the same concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config field regression and meta-device loading breakage are different underlying problems." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue is not the same as Kimi tokenizer codec regression." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Unrelated import errors for different symbols and model families." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to the SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device overrides are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is serialization inconsistency and the other is LoRA merge collapse; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both are SigLIP2 correctness reports; 38175\u2019s zero-probability symptom fits the broader HF-vs-JAX implementation discrepancy in 43493." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to return_tensors precedence." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift during eval and Qwen3 MoE memory usage are different issues." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position ids and FP8 inference on B200 are different code paths." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Assistant mask generation for multimodal templates is unrelated to tool-call content handling." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and a Qwen2.5-VL import error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet: the SigLIP2 pair (issue:38175, issue:43493) is the only clearly plausible duplicate cluster, the summary stays conservative about the rest, and there are no PRs in the item set. The soft-edge verdicts read as cautious false negatives rather than overstatements." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 28, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:43824|issue:43975", + "issue:43334|issue:43525", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:44479|issue:46192", + "issue:44898|issue:45412", + "issue:43827|issue:43901", + "issue:45200|issue:45325", + "issue:44610|issue:44857", + "issue:44561|issue:46234", + "issue:43388|issue:43526", + "issue:43335|issue:43550", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:41720|issue:46209", + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:37428|issue:43425" + ], + "prepared_review_unit_hash": "e8a52da1a67116b6bd1cd1b5cf5edf0e834d6780acb75af4650df08e7683e108", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36427, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change; most are clearly different model-, tokenizer-, processor-, or environment-specific regressions. I chose the non-persistent buffer loading regression as the most representative issue, but this cluster is not a true duplicate set.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43950 is the strongest standalone regression candidate: it is concrete, broadly impactful, and describes a clear loading bug with a specific transformers 5.x regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 has the clearest failure mode and widest potential impact among the listed issues, so it is the best representative issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model loading/structure, but one is a non-persistent buffer regression and the other is a CLIP class structure inconsistency; different bugs." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "One is gguf/AutoTokenizer loading breakage; the other is stale config dtype in from_config. Different code paths and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import failure for Qwen2.5-VL class vs incorrect detokenization for DeepSeek Coder; unrelated failures." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same missing-attribute symptom, but on different configs/models (Qwen3-VL vs Llama4); not the same underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are different processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different speech model/tokenizer failures with different APIs and failure modes; not one shared issue." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/forward mismatch is a model correctness bug; GraniteSpeech device-override CI failure is a test/environment issue." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video-input regression for Qwen multimodal models vs return_tensors being ignored when text_kwargs is passed; different behaviors." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is about pipeline removals and the other about return_all_scores; different documentation issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 text-only mm_token_type_ids defaulting and Qwen2.5-VL rope index scaling are separate multimodal bugs." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet processor input-size mismatch and LwDetr float16 AMP crash are different model/runtime failures." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both mention missing import_utils helpers, but they are different symbols and different breakages." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-processing bugs in different modules (gather_for_metrics vs BeitImageProcessorFast)." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch vs qwen3_omni_moe feature-length helper behavior; not the same code path." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetr AMP crash and D-FINE auxiliary-loss omission are different training bugs." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU/hardware related, but one is auto device mapping cudaErrorAssert and the other is FP8 inference on B200; distinct problems." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center arg in feature extraction vs empty-transcription generation failure after token alignment; different failure modes." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen multimodal config unwrapping and CLIP text-model structure inconsistency are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn import key issue vs Windows/ROCm torch.distributed dependency problem; different environments and causes." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory leakage are different model bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug vs BigBirdTokenizer special-token registration; different components and symptoms." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is not the same as the GraniteSpeech stale device override CI test." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing _flash_supports_window_size import and general Torch 2.10 incompatibility are related in theme only, 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": 23, + "review_unit_index": 29, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28218", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43611", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46512", + "issue:46566" + ], + "soft_pairs": [ + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:43335|issue:43504", + "issue:45759|issue:46512", + "issue:44855|issue:45083", + "issue:43720|issue:44112", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:37428|issue:44351", + "issue:44514|issue:44521", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:45290|issue:46326", + "issue:46431|issue:46566", + "issue:45127|issue:45245", + "issue:42490|issue:43854", + "issue:45200|issue:45588", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:43606|issue:44857", + "issue:43819|issue:44493", + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:28218|issue:32090" + ], + "prepared_review_unit_hash": "24acea6d3bac27aff0add96bc2a0a4ea4442a4fcc3c864e8d778201e2d8889eb", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36478, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "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 a few soft-similarity false positives. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained reports; the rest should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the earliest report of the exact same Qwen3.5 MoE from_pretrained failure; issue:45478 is a later duplicate with the same title and underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the clearest representative of the only true duplicate pair in this set and is suitable as the canonical issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: PyTorch import error vs MacOS bus error with a CLIP model." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading problems, but one is a base_model_prefix regression and the other is a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output change vs Qwen3 recurrent-state reset; different models and code paths." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model/config bugs: sparse-layer creation in SwitchTransformers vs legacy-field loading failure in BEiT." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Related to config/dtype handling, but one unwraps text_config for multimodal configs while the other leaves config.dtype stale after from_config(dtype=...)." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error vs qwen3_omni helper length behavior; unrelated root causes." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug vs GraniteSpeech stale device override test; not the same issue." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate vs an incorrect pipeline error message about translation support." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-information error message vs Trainer GPU broadcast NoneType crash; different subsystems." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and qwen3_omni feature-length helper bug are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer misconfiguration is not the same as missing auxiliary losses in D-FINE." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "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:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 model-loading regression vs embedding reinitialization after resize_token_embeddings; different underlying bugs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention s_aux=None crash vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Assistant tool-call no-content crash vs mistral_common continue_final_message behavior; not the same bug." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template error in a processor vs DiffusionGemma staying on meta with device_map='auto'." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary vs a category-count limit error; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash warning vs GLM-4.7 Flash unit-test loading failure; different issues." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "mm_token_type_ids defaulting issue is unrelated to the flash_attention s_aux=None crash." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same Qwen3.5 MoE from_pretrained failure; clearly the same bug reported twice." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output difference vs Deepseek tokenizer regression; different tokenizer/model problems." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch in Bark vs float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents mismatch vs unexpected position-id keys across many models; distinct failures." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenization error masking when protobuf is absent vs a missing utility availability function." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation example problems vs BEiT fast image processor label reduction bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug vs Trainer NoneType broadcast error; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: most pairs are conservatively rejected as soft similarities, and the only accepted duplicate pair (issue:45310 / issue:45478) is well supported by identical titles and closely matching bug descriptions. No overstatement is evident, and there are no PR-pair mergeability concerns here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 30, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:26413", + "issue:27957", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:26413|issue:31501", + "issue:39692|issue:44493", + "issue:44617|issue:46697", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:42490|issue:43575", + "issue:44360|issue:44561", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:43278|issue:43329", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:44855|issue:46399", + "issue:44857|issue:45588", + "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:25251|issue:32090" + ], + "prepared_review_unit_hash": "cd2b1dcb90b7c466078657bf7705e755682361049b29cd05a57449f1ef1ce38d", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36136, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated transformer/runtime bugs that only share broad wording like loading, dtype, or flash-attention. I found no convincing duplicate pairs, so I reject all soft edges and treat this as a noisy heterogeneous cluster.", + "confidence": 0.22, + "canonical_issue_reason": "issue:45698 is the strongest anchor in this set: it is open, active, has multiple inbound references, and describes a concrete save/load regression with clear reproduction value.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best general duplicate target here because it is currently active, well-discussed, and framed as a specific, actionable loading bug rather than a vague symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both are training-related, but one is a checkpoint-resume failure and the other is a startup/epoch-init failure; different underlying bugs." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: SigLIP2 docs/processor mismatch versus a position-id key regression affecting many models." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "OOM in Gemma4 multi-GPU inference is unrelated to Swin2SR image processor padding logic." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "One is a feature extractor argument crash; the other is a device-mapping mismatch during forward passes." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "_gpu_broadcast_one NoneType handling and a MacOS bus error in CLIP are different failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention mixed precision, but they affect different models and different internal paths; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A path-with-slash import warning is unrelated to a tensor-parallel OOM on a large Qwen model." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in DSA indexer is not the same as removing is_torch_fx_available for trust_remote_code models." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe helper output length behavior." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is a model-output issue, not the same as unexpected position-id keys." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Both are model-loading issues, but they involve different models and different breakages." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests and token-embedding reinitialization are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is unrelated to undefined video-token helper variables." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift is not the same bug as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across models is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multimodal iterable-dataset finetuning failure and BEiT label reduction are different processor/training bugs." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "A dtype mismatch during train/eval is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id bug affect different subsystems." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBert model error and a torch.jit.script GeneratorExp export issue are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 decorator/comment parsing failure is different from a missing decorator registration error." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash_attention integration failing on s_aux=None." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs in config while the other loads the wrong custom module." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call handling is unrelated to video-processor padding in SmolVLM." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "A missing flash-attention helper import is unrelated to TensorFlow not being included in a torch-only install." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast errors and deepspeed Adafactor OOM are different problems." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer broadcast failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 31, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693" + ], + "soft_pairs": [ + "issue:43873|issue:45229", + "issue:44561|issue:44779", + "issue:44448|issue:44466", + "issue:42490|issue:43873", + "issue:43976|issue:45440", + "issue:43278|issue:43575", + "issue:45588|issue:45823", + "issue:41720|issue:45229", + "issue:33357|issue:39692", + "issue:43381|issue:43701", + "issue:44568|issue:45491", + "issue:29127|issue:34567", + "issue:44977|issue:45563", + "issue:44871|issue:44977", + "issue:45198|issue:45803", + "issue:45372|issue:45588", + "issue:43653|issue:44743", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:43611|issue:46121", + "issue:42915|issue:42994", + "issue:43412|issue:45588", + "issue:45372|issue:45406", + "issue:29942|issue:30064", + "issue:43653|issue:44442", + "issue:43756|issue:45440", + "issue:45459|issue:45712", + "issue:44206|issue:44479", + "issue:45491|issue:46693", + "issue:29127|issue:33357", + "issue:45372|issue:45459", + "issue:45245|issue:45563" + ], + "prepared_review_unit_hash": "609528ef6edf69e8a1af3307867e13d347d30829276c203bb856e46e65a6d313", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37388, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster emerges here: the items span many unrelated bugs, and every soft pair looks like a false positive under strict duplicate triage.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43873 is the broadest, most discussion-heavy report in the set and has inbound references, making it the best umbrella candidate among these issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most central and reusable reference point here because it describes a broad quantization/offloading regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory/offloading/quantization-adjacent failures, but one is an OOM in Gemma4 multi-GPU inference and the other is a broader offloading-vs-quantization report; not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One is about a removed helper 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Different code paths and symptoms." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both concern version-v4/v5 behavior differences, but one is generation output drift and the other is serialization of lm_head.weight; different underlying issues." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning with trailing slash is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility failure is unrelated to a model-implementation divergence in DeepSeekV3MoE." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "A dtype change during evaluate and a tensor-parallel OOM are different failures with different fixes." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "One crashes in flash_attention integration on sink-less models; the other is a Gemma4 device-map mismatch. Same area, different concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are GPU memory/runtime failures, but one is a cudaErrorAssert with auto device mapping and the other is a multi-GPU OOM; not the same defect." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on a CLIP model is unrelated to documentation example errors around SigLIP2 model/processor mismatch and quantization." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient-checkpointing behavior and resume-from-checkpoint key mismatch are separate training lifecycle bugs." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling is unrelated to Gemma3 NaN embeddings from mixed-length batching and sliding-window attention." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to a TrainerState counter not updating." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure is not the same as a stale warning about num_return_sequences." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Config mismatch for eos_token_id is a different issue from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "A wav2vec2 save/tokenization failure is unrelated to a bare-except swallowing errors in Fuyu batch conversion." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading import failure is distinct from a flash_attention AttributeError on s_aux=None." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to recurrent state reset behavior in modular_qwen3_5." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks and wav2vec2 save/tokenization failure are different tokenizer/model paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to wav2vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-parameter JSON list TypeError are unrelated loader/config bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and quantized model saving failure are both quantization-related but not the same concrete code-path." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n Executorch export guard/erfinv support issues are unrelated to flash_attention handling of sink-less models." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor loading import error and Gemma4Processor missing _tokenizer at serve time are related to the same model family but different failing paths and symptoms." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to image processor void segmentation-map handling." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated tokenizer issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is 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Most soft pairs connect only at a subsystem level (especially Flash Attention 2 / memory / Qwen), but the concrete failures differ too much to merge.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a safe canonical duplicate target; the items span multiple unrelated bugs (FA2, tokenizer, model loading, memory, and config regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46640 ('Flash Attention 2 issue') is the closest umbrella candidate for the FA2 subset, but it still does not represent the whole cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different bugs in different models: Sam3PixelDecoder dummy conv vs RT-DETR memory leak." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different model-specific failures: Sam3PixelDecoder dummy conv vs Siglip2 bad outputs." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Export failure for torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "Both involve Flash Attention 2, but one is XLMRoberta support and the other is failing FA2 tests; not the same concrete bug." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2 OOM under tensor parallelism is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to token-embedding reinitialization after resize." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different models and code paths: DeepseekV3MoE divergence vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both are tokenizer-related, but one is decoder-type selection and the other is AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is RT-DETR leak and the other is Sam3LiteText overflow; different bugs." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both cause OOM, but via different mechanisms: tensor-parallel load vs int4 quantization reserved memory regression." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated issues: Siglip2 inference quality vs RT-DETR memory management." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen variants and different failures: FineGrainedFP8Config vs weight-shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta FA2 support and LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Image-processor label handling is unrelated to FA2 long-context performance 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"issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5Moe CPU-offload incompatibility." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are different behaviors." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids." + } + ] + }, + "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": 23, + "review_unit_index": 33, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:34689", + "issue:42175", + "issue:42490", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45325", + "issue:45440", + "issue:45479", + "issue:45759", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46697" + ], + "soft_pairs": [ + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:43723|issue:45479", + "issue:44077|issue:44479", + "issue:44062|issue:45907", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:43761|issue:44079", + "issue:43749|issue:43931", + "issue:43931|issue:45216", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:44987|issue:46178", + "issue:43316|issue:45759", + "issue:43761|issue:44188", + "issue:43232|issue:43388", + "issue:44190|issue:44496" + ], + "prepared_review_unit_hash": "17f5b9e38cd08c5bf6be2aaf19f344571828e2b47114c36538b22451051b7e1e", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36117, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers regressions that happen to share broad themes like loading, configs, or processors. I found no pair that is clearly the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s repeated model-loading regression theme, but the set is too heterogeneous for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best umbrella-style anchor for triage because it describes a generic loading regression, but it should not be treated as merging the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both mention model initialization, but one is a generic v5 custom-init regression and the other is a specific PatchTSMixer `post_init` policy issue." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both involve audio/processor APIs, but the failures are different methods and different root causes (`apply_chat_template` sampling rate vs `LasrFeatureExtractor` center arg)." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "No shared code path; Qwen3.5 flash-attention generation and the categories limit error are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and bugs: recurrent state reset in a model file vs Whisper processor decode behavior." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and image-classification positional interpolation are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but they affect different versions, different models, and likely different code paths." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "A path-slash import warning is unrelated to Qwen recurrent-state handling." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "`sys.modules` access and DeepSeekV3MoE behavioral divergence are not the same underlying bug." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading in BitNet has no overlap with FastSpeech tokenizer loading." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "One is a packaging/backend dependency issue; the other is a missing import-utils symbol. Not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "A model implementation discrepancy is unrelated to stale docs referencing removed pipelines." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API problems, but they affect different model configs and different missing fields." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading and sequence-classification loss behavior are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer init policy and Qwen video-input regression are different code paths and symptoms." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken constructor misuse and `list_repo_files` revision forwarding are unrelated API bugs." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id math and Swin2SR padding behavior are separate vision preprocessing bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos token config mismatch are not the same issue." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "A model forward return bug and generic `ModelOutput` key assignment bug are different failures with different fixes." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU-RAM loading and Qwen3-VL weight-shape mismatch are different loading problems." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Load-time weight mismatch and checkpoint save_pretrained regression are related only by model family, not by the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Remote-code config field loss and GPTNeoX rotary_pct reload persistence are distinct config serialization issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 decorator parsing and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model-load regression for one repo is unrelated to the tensorflow_text backend mapping error." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config shape, but one is a Gemma config API discrepancy and the other is composite Qwen multimodal `from_config` unwrapping." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states omission and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs synchronization and metric label gathering are different utilities with different bugs." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a script and unrecognized model config loading 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": 23, + "review_unit_index": 34, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44568", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45479", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:42617|issue:43575", + "issue:43701|issue:46506", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:25251|issue:28282", + "issue:43550|issue:43701", + "issue:46234|issue:46291", + "issue:44568|issue:45479", + "issue:43606|issue:43701", + "issue:44464|issue:46421", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:43650|issue:46202" + ], + "prepared_review_unit_hash": "1aee0033bb700aa4a7f9f3ca1719452cede1872b7388422e24ae6e938121fb72", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35291, + "estimated_input_tokens": 8823, + "estimated_eval_tokens": 17902 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports. The only loose commonality is model save/load or config-regression behavior, but none of the soft pairs look like true duplicates or the same concrete code-path bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45698 is the broadest and most discussion-heavy representative of the small save/load/custom-module theme, and it is the closest thing to a cluster hub here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best single issue to anchor the set because it is open, active, and broad enough to represent the only partial thematic overlap; it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs bare-except error swallowing in Fuyu tensor conversion; unrelated code paths." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is dequantized model saving and the other is custom-module resolution after save_pretrained; different bugs." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3D parallel script failure vs tensor-parallel OOM on Qwen; different symptom and cause." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch vs CPU/CUDA result divergence; not the same underlying issue." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM while loading a large model vs key error on a different model load; unrelated failures." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention compatibility for XLM-Roberta vs Trainer GPU broadcast NoneType error; different subsystems." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "top_k output shape regression vs missing PyTorch import; no shared bug." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA model failure vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper vs kernels import/version requirement; both dependency-related but not the same issue." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token behavior vs sequence-classification loss bug; different layer of the stack." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint key mismatch; no overlap in root cause." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled forward generation inconsistency vs cache lazy-init recompilation; related area but not the same concrete bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question vs missing transformers.onnx module; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model init/processor.tokenizer regression vs incorrect pipeline error message; both v5-related but distinct bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression vs Gemma eos_token_id mismatch; different objects and failure modes." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency vs Whisper empty-transcription failure after token alignment; not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch vs Mistral-3 image preprocessor dtype mismatch; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency issue vs config API discrepancy; not the same underlying problem." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "post_init allowance for patchtsmixer vs non-persistent buffer junk values; different model behavior." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch vs quantized model save/load breakage; both serialization-related at most, but different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization regression vs GPTNeoX config reload dropping rotary_pct; same broad area, different code-paths." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loader breakage vs unknown model_type config error; both loading issues but separate causes." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Fuyu tensor conversion exception handling vs Trainer import conflict with datasets; unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 runtime breakage vs janus test failure; no shared bug." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu tensor conversion bug vs Windows ROCm torch.distributed import dependency; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug in Mistral3 vs FlashAttention failure in Ministral-3; same family, different concrete problems." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collision vs cache max length behavior; both cache-related but not the same defect." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder/data issue vs Gemma pipeline roundtrip failure; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 35, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46082", + "issue:46178", + "issue:46234", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46640", + "issue:46697" + ], + "soft_pairs": [ + "issue:44610|issue:46369", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:43540|issue:44514", + "issue:43504|issue:45698", + "issue:43388|issue:43688", + "issue:43065|issue:44617", + "issue:45127|issue:45200", + "issue:43352|issue:46640", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:44534|issue:44913", + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:43827|issue:43994", + "issue:44855|issue:45588", + "issue:43931|issue:44060", + "issue:43673|issue:46421" + ], + "prepared_review_unit_hash": "9134bfd18ffee38e844c1aacd4312a8a670cb9521631e6b93452b965c87f4498", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35352, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated one-off issues. The chunked-prefill/cache pair (43673, 46421) is only a loose thematic match from titles and should not be treated as a confirmed duplicate on the available evidence.", + "confidence": 0.34, + "canonical_issue_reason": "If a single issue must anchor the cache/chunked-prefill subcluster, issue 46421 is the broader and more generic report, but the evidence is too weak to treat it as a duplicate of 43673.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46421 is the best triage anchor for the chunked-prefill/cache theme because it states the problem more generally and has slightly more activity, but it is not a strong duplicate match.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different concrete failures: processor output-size mismatch versus memory overflow." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and symptoms: CLIP hidden_states regression versus Qwen video-input regression." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated config/backend issues: StableLm pad_token_idx regression versus tensorflow_text backend mapping error." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different subsystems and failures: TensorBoard/TensorFlow backend handling versus a missing import_utils helper." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal, but the bugs are different: Qwen3OmniMoe video processing versus batched chat-template padding." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Different loading bugs: legacy pretrained-field handling versus wrong custom-module resolution after save_pretrained." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different logic bugs: gather_for_metrics truncation versus auxiliary-loss normalization." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Different SAM3 problems: dummy Conv2d in the decoder versus CUDA OOM in video inference." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Distinct issues: LoRA merge collapse with extended vocab versus missing mm_token_type_ids defaults." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Too little concrete overlap: one is a specific model lacking FA2 support, the other is only a generic flash-attention title." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: janus image-generation test failure versus Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus test failure is unrelated to CI breakage from removed Sam3LiteText mappings." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Related cache theme, but not the same bug: cache missing in GenerationMixin versus recurrent states resetting in modular_qwen3_5." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different SAM/video issues: image processor lookup versus missing fpn_position_embeddings attribute." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated config issues: missing pad_token_id in Llama4Config versus Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different load paths and models: local dataset loading in a training script versus loading Phi-4 multimodal with latest transformers." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Unrelated: embedding resize reinitialization versus local-path trailing-slash import warning." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: non-persistent buffers getting junk values versus rotary_pct not persisting on reload." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Completely different areas: LlamaConfig head_dim validation versus Swin2SR image padding behavior." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code/cache, but the concrete failures differ: leaf-directory collision versus FileNotFoundError from cache loading." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still mentioning pipeline() is not the same as a model producing nonsensical outputs with pipeline/AutoModel." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and a flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different model-loading/tied-weights issues with no clear shared code path." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked-prefill/cache, but the described symptoms differ: cache missing in v5.0.0 versus lazy initialization causing spurious recompilation; the titles alone do not justify duplicate status." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is mostly conservative, but the accepted pair issue:43673 \u2194 issue:46421 is overstated. From the packet we only have titles, and they share the chunked-prefill/cache area but describe different symptoms ('cache missing' vs. 'lazy initialization leads to spurious recompilation'). That is not enough to call them a clear duplicate-like match with high confidence. Because the summary says this is the only clear duplicate-like pair, it also overstates the evidence. The rest of the false verdicts look appropriately cautious." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 36, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43761", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:43761|issue:44242", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:44933|issue:45362", + "issue:43335|issue:44855", + "issue:44077|issue:44877", + "issue:44479|issue:44734", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:43335|issue:44190", + "issue:44464|issue:45563", + "issue:43065|issue:44610", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:44112|issue:45600", + "issue:45381|issue:46655", + "issue:43526|issue:46697", + "issue:44779|issue:46489", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:44737|issue:45803", + "issue:43540|issue:44734", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:44462|issue:45907", + "issue:44521|issue:45381", + "issue:45632|issue:46234" + ], + "prepared_review_unit_hash": "3a2212a9c4ad1365821836515b3cbcb8bed183b19a021b442f4dc629c2e7f493", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model- and regression-specific issues. The only plausible duplicate/follow-up pair is the DeepSeek tokenizer regression in v5; the rest differ by model, subsystem, or failure mode and should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "issue:44779 is the broadest root report for the DeepSeek tokenizer v5 regression; issue:46489 reads like a narrower follow-up targeting a specific variant and referencing the earlier fix gap.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best cluster representative because it names the underlying tokenizer regression at the right level of generality and can subsume the narrower DeepSeek-Coder v1 follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different models and different bugs: CLIP hidden-state loss output vs MoE load-balancing loss logic." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated failures: Sam3Video OOM vs Whisper empty transcription handling." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning for num_return_sequences is unrelated to empty-transcription generation failure." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/state issues, but one is buffer initialization and the other is rotary_pct persistence; not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k shape change and XLM-R with Flash Attention 2 are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent image_utils import is a separate API break from Qwen3.5 chat crash." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config bug and Python 3.13 IndentationError are different code paths." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init policy and granite_speech strict config loading are not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different regressions: multimodal video input handling vs serve KV-cache indexing." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-LiteText memory overflow are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to the image-classification local dataset loading issue." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "A800 device-mapping assert and 2^24 category limit are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config creation and local dataset loading are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled forward chunked generation inconsistency is not the same as a stale warning message." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and OmDet-Turbo processor size mismatch are different model-specific problems." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc example errors and local dataset loading failure are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocab and Qwen3.5 visual encoder save_pretrained keys are different serialization/training bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI, but one is a stale test and the other is a removed-config mapping reference." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they affect different processors and different failure modes." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Label reduction in BEiT fast processor and Swin2SR over-padding are separate image-processing bugs." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report the same DeepSeek tokenizer regression in v5; 46489 is a narrower variant-specific follow-up that points to a gap in the earlier fix." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Sam3-LiteText memory overflow." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer API regression and gemma4 embedding resize inconsistency are different bugs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and Fuyu's bare-except issue are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and serve KV-cache continuation crash are different code paths." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and tensorboard-without-TF backend error are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize bug and Whisper empty transcription bug are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer repo-file selection and list_repo_files revision forwarding are different Hub API issues." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "assistant_masks being zeroed is a different multimodal template bug than qwen2.5-vl video position IDs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache-path collision and missing falcon_mamba utility export are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:44779 vs issue:46489, is a plausible same-bug follow-up/variant pair and looks mergeable into one PR. The other verdicts do not overstate duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 37, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45083", + "issue:45216", + "issue:45245", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:46082|issue:46121", + "issue:42175|issue:44279", + "issue:45245|issue:45584", + "issue:43404|issue:45216", + "issue:36246|issue:41628", + "issue:42796|issue:44521", + "issue:44186|issue:44734", + "issue:43650|issue:44220", + "issue:36246|issue:38617", + "issue:32090|issue:35141", + "issue:43479|issue:45375", + "issue:41950|issue:44016", + "issue:43531|issue:45600", + "issue:43673|issue:46424", + "issue:44295|issue:46506", + "issue:44016|issue:44220", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:43381|issue:45593", + "issue:45083|issue:46506", + "issue:43901|issue:44496" + ], + "prepared_review_unit_hash": "64e7e6c6a94575183855a18f72db0d97939cd9fd0159a61338e996b3d15547a6", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36371, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the paired issues mostly share only broad vocabulary (imports, configs, cache, models) but not the same concrete bug or fix. I would not collapse any of the soft edges.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a safe canonical; the cluster spans unrelated regressions and feature bugs across import, config, tokenizer, cache, pipeline, and model-loading code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a strong global representative because there is no common underlying defect across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import latency and unsafe sys.modules access are different problems and likely need different fixes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and describe different failure modes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and removed Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is an unrecognized model/model_type error." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test failure in GraniteSpeech is unrelated to Phi-4 model loading." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both touch config validation, but they are different checks in different code paths." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package-install backend omission and a vague dependency issue are not the same concrete bug." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3 and a Qwen3.5 save_pretrained regression are different model-specific bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing Qwen2.5 VL import and missing AutoImageProcessor export are separate import failures." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant_mask generation are different issues." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to serve KV-cache indexing." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder issue title and a fbank feature-extraction bug are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; no shared underlying fix." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError and embedding reinitialization are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but they concern different models and different fields/default behavior." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and auto_mappings CI breakage are different problems." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache missing and max_cache_length being honored only for quantized cache are not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "position_ids buffer handling and CPU/CUDA output differences are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and feature-extraction helper behavior are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility and a specific model-loading regression are different issues." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma embedding resize behavior are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a torch>=2.9 compilation failure and the other is a version-check/import guard bug; not the same concrete path." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image processor label reduction and docs for return_all_scores are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Feature-length helper behavior in qwen3_omni_moe and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A pipeline docs mismatch and an unrecognized-model config error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 38, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46512", + "issue:46515", + "issue:46693" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:44496|issue:45042", + "issue:43976|issue:44279", + "issue:43673|issue:44336", + "issue:43441|issue:45588", + "issue:44496|issue:45759", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:43299|issue:45216", + "issue:46123|issue:46369", + "issue:44279|issue:46515", + "issue:44521|issue:46693", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43577|issue:45216", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:43976|issue:45405", + "issue:44075|issue:44368", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:43299|issue:45357", + "issue:41950|issue:45020", + "issue:42796|issue:43650", + "issue:44779|issue:45812", + "issue:43299|issue:43854", + "issue:44242|issue:45200" + ], + "prepared_review_unit_hash": "f8245b8bbd398184c47f97a07bf1a97c34b6fee83ffe673d3bc71daefdf98864", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35765, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated one-off regressions across models, tokenizers, docs, imports, and cache/attention paths. None of the soft candidate pairs look like the same concrete bug or change, so all soft edges are rejected. The best issue anchor is the multimodal processor/tokenizer regression report, which is the clearest broad, actionable representative of the cluster.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43295 is the clearest broad, versioned regression report in the multimodal processor/tokenizer area; it describes a concrete API break and overlaps the largest subset of nearby issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Most actionable and representative: it has a concrete regression, an explicit version boundary, and a clear reproduction path that fits the recurring processor/tokenizer breakage theme in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but different failures: saving dequantized models vs FlashAttention runtime errors." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "An unrecognized-model error and a PIL/torchvision processor dependency regression are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python-version compatibility bug; the other is a vague dependency issue without the same concrete failure." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked prefill cache handling and ANSI output formatting are unrelated subsystems and symptoms." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is Ministral-specific and the other is an s_aux=None crash in a different code path." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Model loading failure and AutoModel config unwrapping are different root causes." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "A notebook syntax error and an AddedToken constructor error are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus model test failure and cache max length semantics are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports from different modules; no shared concrete code path." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen multimodal loading breakage and incorrect save_pretrained output are distinct regressions." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Dropped partial batches in mask generation vs memory overflow in sam3-litetext are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General transformers dependency issue and torch 2.4.1 incompatibility are not the same underlying bug." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "All-zero assistant masks in chat templating and FA2 long-context performance regression are different failure modes." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation are separate code paths." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "A LlamaConfig validation edge case and a missing decorator for rotary-pos-emb registration are different defects." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A dependency issue and an unreleased MIN_PEFT_VERSION bump are not duplicate bug reports." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "dtype propagation on load and incorrect saved checkpoint contents are distinct issues." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but they concern different APIs and different errors." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression and DeepSeek tokenizer output regression are different concrete bugs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility and PEFT minimum-version mismatch are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer arguments and a tied-word-embeddings warning are not the same issue." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config head_dim validation and stale model.config.dtype after from_config are separate configuration bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing HybridCache import and a broad import-error report are too different to treat as the same bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is loading and the other is save_pretrained visual-encoder key serialization." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A video-classification processor lookup bug and a broad remote_code regression are not the same code-path problem." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling and an unrelated 'ADD THE DATA' issue share no concrete defect." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading breakage and a GLM-4.7-Flash unit-test load issue are different model-specific problems." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Mixture-of-experts load-balancing loss and mm_token_type_ids defaults are unrelated 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": 23, + "review_unit_index": 39, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45276", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46209", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:43479|issue:43525", + "issue:44466|issue:45276", + "issue:43653|issue:45593", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43650|issue:46209", + "issue:44016|issue:44291", + "issue:44462|issue:45081", + "issue:43441|issue:45834", + "issue:44361|issue:45593", + "issue:45103|issue:45372", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:45600|issue:45712", + "issue:44261|issue:44263", + "issue:44623|issue:44749", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:44623|issue:45397", + "issue:43441|issue:44683", + "issue:43901|issue:44246", + "issue:45542|issue:45800", + "issue:43673|issue:43761", + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:43824|issue:43976" + ], + "prepared_review_unit_hash": "7a12d238b1f3d493d1e4f8a36ba7bf8ab5f10aba02d0f00f1ff41aa3352d922d", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36130, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This batch is a heterogeneous grab-bag of unrelated Transformers issues; none of the soft pairs look like true duplicates or mergeable PR-equivalents. The strongest standalone anchor is the Qwen2.5-VL import failure because it is concrete, user-facing, and well-scoped.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43824 is the clearest high-signal report: a specific import failure for a named class, with direct reproduction and multiple inbound references, making it the best anchor among this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the most suitable global representative: concrete failure mode, explicit target, and broad user impact compared with the more ambiguous or niche reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different bugs in different config classes: one is default multimodal config initialization, the other is missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated model-save serialization issue versus Gemma4 token embedding resize behavior; same broad area but not the same defect." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug versus D-FINE auxiliary-loss logic; clearly different code paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor selection bug versus Gemma4 device-mapping forward mismatch; unrelated failures." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention regression versus missing TensorFlow backend dependency handling; different subsystems and failure modes." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder data request is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is not the same as init_empty_weights argument mismatch." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is distinct from the Mistral regex patch crashing during tokenizer loading." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and OCR index error in Kosmos2.5 are unrelated model-specific bugs." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling bug versus mistral_common import failure in Gemma 4 processor loading." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model loading with offload are adjacent but distinct lifecycle bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM with Adafactor under DeepSpeed is not the same as optimizer.step being called twice under DeepSpeed." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings reference to removed configs is unrelated to leftover dummy class cleanup." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "LayerNorm epsilon/config precision issue is unrelated to torch.split return values in a MoE indexer." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and slowdown after upgrade are not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging omission is unrelated to a Python version compatibility regression." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models/tokenizers and different failure mechanisms." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file omission is unrelated to gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention regression for a specific model and compiled flex_attention torch incompatibility are different problems." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs behavior mismatch is unrelated to import-time performance variability." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend error and torch/transformers incompatibility are separate dependency issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and CLIPVision hidden_states regression are different model-path bugs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading regression is unrelated to ESM2 model breakage." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "kernels version/revision import failure is distinct from the Qwen3.5 registration decorator crash." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import failure is unrelated to Python 3.9/3.10 support mismatch." + } + ] + }, + "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": 23, + "review_unit_index": 40, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43643", + "issue:43784", + "issue:43881", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823", + "issue:46132", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726" + ], + "soft_pairs": [ + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:46655|issue:46726", + "issue:41628|issue:43976", + "issue:44246|issue:44496", + "issue:43784|issue:45542", + "issue:44297|issue:45397", + "issue:45561|issue:45563", + "issue:46614|issue:46665", + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:44295|issue:45397", + "issue:44336|issue:46424", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:41950|issue:44220", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351" + ], + "prepared_review_unit_hash": "b222a4d467326486563e1b90a21cf6b75a4c5a425ff6e0c7a92b4c95acc36dcd", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35968, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated Transformer/HF bugs that only share broad import/loading/model-language similarity. None of the soft pairs look like the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43643 is the cleanest, most general framework regression in the set: it has a specific repro around `AutoConfig.from_pretrained` and `trust_remote_code=True`, making it a better representative than the many model-specific or tangential reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43643 is the strongest standalone issue for triage: it is concrete, reproducible, and centered on core config-loading behavior rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading failures, but one is a missing `pad_token_id` on Llama4Config and the other is a GLM-4V-9B load failure; different models and failure mechanisms." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "A notebook syntax error and a Gemma4 device-mapping runtime mismatch are unrelated defects." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "One is a missing config attribute for a model class; the other is `trust_remote_code` returning incomplete config fields. Similar area, different bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to ANSI escape codes in loading_report." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "A Float8 storage lookup error and a Qwen3.5 chat crash are different code paths and symptoms." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output and a wrong docstring for `position_ids` are not the same bug." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Both involve vision processors, but one is incorrect video padding in SmolVLM and the other is an AutoProcessor backend-availability error." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "An `AutoImageProcessor` import error is not the same as a Python-version compatibility issue in Transformers 5.1.0." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and an unrecognized model/config error are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "A missing `nn` symbol on import and an undefined tf backend when only tensorboard is installed are distinct import-time problems." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "A tokenizer save/config metadata mismatch is unrelated to a Gemma4 ZeRO3 `from_pretrained` failure." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale `num_return_sequences` warning in paged generate() are different issues." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state and inconsistent `from_pretrained` behavior inside Python classes are not the same defect." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "An auto-docstring crash under future annotations is unrelated to a Qwen3.5 kernel-registration error." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to unsafe `sys.modules` access in modeling_utils." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss with router logits off and D-FINE auxiliary loss behavior are model-specific training issues, not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is a LoRA/version-compatibility problem and the other is a Qwen3VL MoE loading regression." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "A sliding-window handling issue in Qwen3-MoE is not the same as a Qwen3.5 chat crash." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma-3 EOS token configuration inconsistency are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code emission in a utility and GLM-5 RoPE implementation discussion do not describe the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A `position_ids` buffer access error is not the same as a Gemma4 ZeRO3 loading issue." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Loading-report ANSI codes and cache-length handling are different subsystems and defects." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and `AttentionInterface.register` behavior changes are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "A `torch.compile` SDPA failure in Bamba and CPU/CUDA output divergence in PPDocLayoutV3 are different model/runtime bugs." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "A video-classification pipeline using image processors and a `_torch_extract_fbank_features()` issue are different preprocessing paths." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and `resize_token_embeddings` not updating output embeddings are unrelated model API bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but one is a missing model processor export and the other is a missing Hugging Face Hub utility; different packages and causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing `Qwen2_5_VLImageProcessor` and missing `HybridCache` are separate export/import issues with different symbols and contexts." + } + ] + }, + "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": 23, + "review_unit_index": 41, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36246", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655", + "issue:46726" + ], + "soft_pairs": [ + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:44734|issue:46424", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:45859|issue:46399", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:43262|issue:44246", + "issue:43475|issue:46369", + "issue:45375|issue:45759", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:45137|issue:45600", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:43295|issue:45292", + "issue:44561|issue:46399", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:44479|issue:46170", + "issue:43352|issue:45250", + "issue:44060|issue:44077" + ], + "prepared_review_unit_hash": "15c9d27bb9f229706478ecb17b83e85bba64a0034677a4c4b23ed676833cc5fd", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35656, + "estimated_input_tokens": 8914, + "estimated_eval_tokens": 18084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated bugs. None of the soft pairs look like the same concrete underlying issue/change, so no pair should be merged. The strongest single issue is the broad Qwen video regression report, but it is still distinct from the other video/cache/config reports.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44479 is the most representative high-signal bug report here: it is a concrete regression, names the affected model families, and spans the same multimodal/video area that several other issues touch without being the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best overall issue candidate because it is broad, reproducible, and version-specific, with clear affected surfaces and likely highest maintainer value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline and unsafe sys.modules access are unrelated problems." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque/indexing failure in BertModel; different code paths." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access safety and pytest-xdist file races are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is KV-cache continuation tensor indexing in serve and the other is a cache-length config limitation." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe sys.modules access are different loader issues." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but they affect different models and different failure modes." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding forward and a missing decorator for kernel registration are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available are unrelated regressions." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaulting are unrelated model-specific bugs." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input regressions, but the affected models and concrete defects differ." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio template sample-rate handling and slow import time are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 video attribute error and SAM3 LiteText memory overflow are different SAM3 failures." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is a missing config field and the other is incorrect text_config unwrapping." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing MoE load-balancing loss and an AMP CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer/position_ids error and a performance regression report are not the same issue." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque failure and auto_mappings CI breakage are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import error and a ZeRO3/BertModel index error are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config loading, but they concern different model families and different strictness problems." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize behavior and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression and output embedding resize behavior are different bugs." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Trust-remote-code breakage from API removal and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both relate to tied/embedding weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files on save_pretrained and unrecognized image processor due to missing backend are different processor issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and tokenizer-error masking from protobuf handling are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe version bug and CPU/CUDA divergence in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video regression and Windows ROCm import/dependency failure are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific Flash Attention 2 support issue is not the same as a generic Flash Attention 2 topic." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and patchtsmixer post_init allowance are different model/config concerns." + } + ] + }, + "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": 23, + "review_unit_index": 42, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "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:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726" + ], + "soft_pairs": [ + "issue:45412|issue:46123", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44877|issue:46170", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:44368|issue:45563", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:44995|issue:45588", + "issue:43723|issue:46710", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:45685|issue:46431", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44871|issue:46132", + "issue:43701|issue:44749", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:44623|issue:45656", + "issue:43475|issue:43643" + ], + "prepared_review_unit_hash": "cf16ae4b22977dfe855f0b937a62449add543a56e59e82c183da08e52f0731bb", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37217, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated transformer bugs and regressions with only superficial similarity in a few same-model-family cases. None of the soft edges look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.81, + "canonical_issue_reason": "There is no clear canonical duplicate cluster here; the issues span distinct bugs. If one issue must be used as the anchor, issue 45229 is the most active high-impact open report, but it does not subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45229 is the strongest single anchor by discussion/activity and impact, but the batch is heterogeneous enough that it should not be treated as a duplicate umbrella for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different bugs: RT-DETR memory cleanup vs MaskGenerationPipeline final-batch handling." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different failure modes and models: BigBirdTokenizer special-token registration vs ESM2 breakage." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Same family name, but not the same bug: warning about tie_word_embeddings vs flash-attention generation failure." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated code paths: strict config loading vs Windows/ROCm import dependency issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and symptoms: stale indexer cache crash vs Gemma 4 token-type defaults." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different models and errors: missing Sam3VisionEncoderOutput field vs Qwen3OmniMoe video-input validation." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline cache loading is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both involve generation warnings, but one is a config warning and the other is a paged-generate edge-case bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed-like training flows, but one is gemma-4 from_pretrained and the other is double optimizer stepping." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Related SAM3 area, but distinct bugs: dummy Conv2d in pixel decoder vs tracker/model-type warning." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Different Qwen variants and different issues: weight-shape mismatch vs an embedding-tying warning." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: stale cache on second forward pass vs flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Upgrade-related, but one is tokenizer loading and the other is an accuracy regression in a specific model." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache return-type contract issue vs LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Different subsystems: attention-kernel divergence under torch.compile vs Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of an old issue vs a Gemma token roundtrip bug; not the same defect." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection in /v1/chat/completions is unrelated to Gemma pipeline token roundtrip behavior." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both touch generation/perf, but one is kernel divergence and the other is cache lazy-init causing recompilation." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to the Windows/ROCm distributed import issue." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram type error in moe code is unrelated to missing chat template handling in processors." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Different SAM3 architecture bug vs mask pipeline partial-batch result dropping." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to a 10x slowdown after upgrade." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Different vision-loading problems: nonsensical outputs from AutoModel/pipeline vs missing vision backend for AutoProcessor." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad regressions, but one is custom model initialization in v5 and the other is an ESM2-specific breakage." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression from upgrading Transformers is unrelated to double optimizer stepping under deepspeed." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the filtering slowdown regression." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both generation/cache related, but different failures: sync_gpus kwargs update vs missing GenerationMixin cache in v5." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Saving a quantized model is a different problem from loading Qwen2.5-GGUF under v5." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission is unrelated to the deepspeed optimizer-step bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different domains entirely: SAM3 vision encoder attribute error vs AutoConfig trust_remote_code missing fields." + } + ] + }, + "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": 23, + "review_unit_index": 43, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43475", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46726" + ], + "soft_pairs": [ + "issue:45375|issue:45478", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:44869|issue:45356", + "issue:44964|issue:45137", + "issue:45310|issue:45375", + "issue:43986|issue:46726", + "issue:42371|issue:45092", + "issue:42994|issue:43525", + "issue:44038|issue:44623", + "issue:45230|issue:45397", + "issue:39692|issue:46726", + "issue:43475|issue:45381", + "issue:43723|issue:46326", + "issue:43784|issue:46399", + "issue:43232|issue:44188", + "issue:45406|issue:46202", + "issue:43873|issue:44945", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:46202|issue:46701", + "issue:45081|issue:45103", + "issue:42994|issue:43824", + "issue:42673|issue:43704", + "issue:36010|issue:41628", + "issue:43278|issue:45137", + "issue:44038|issue:45310", + "issue:44222|issue:45310", + "issue:43232|issue:44792", + "issue:42831|issue:44222" + ], + "prepared_review_unit_hash": "03bcc52cefe3639c73a176fc44f3e9bf11dc4ef6e04d75c3250c7c208481a85e", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35901, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet is mostly a mix of unrelated bug reports, but it does contain a few tight duplicate pockets by title: the AutoProcessor/vision-backend-missing pair, plus exact-title repeats like 45310/45478 and 42673/43704. Most other soft edges look only superficially similar and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "No single cluster-wide canonical issue is clear from the packet. If one representative issue must be chosen for the strongest visible duplicate pocket, issue:46726 is the broadest AutoProcessor/vision-backend-missing report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:46726 is the best overall representative for the clearest duplicate pocket because its title is the most general description of the AutoProcessor backend-missing failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but the titles point to different concrete problems: a missing config field versus a generic from_pretrained regression." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import error and loading hang are different failure modes with different likely code paths." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols/modules and do not read as the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are distinct tokenizer bugs." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal and a DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a from_pretrained error and the other is a missing vision-config field; too different to merge." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Both describe AutoProcessor failing when the required vision backend is unavailable; this looks like the same underlying backend-missing code path." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and a meta-initialization incompatibility are different issues." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save_pretrained failure and missing pad_token_id on Llama4Config are unrelated root causes." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and processor.save_pretrained missing files are different surfaces and fixes." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Placeholder bug report versus gemma-4 ZeRO3 from_pretrained issue; no duplication signal." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 doc-example errors and AutoProcessor backend-missing behavior are not the same defect." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different models and symptoms: SAM 3 missing attribute versus qwen2.5-vl video position IDs." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common tokenizers are distinct code paths." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration and a Qwen3.5 rotary registration crash are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update bug and attention-kernel divergence under torch.compile are different mechanisms." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and a Gemma pipeline roundtrip issue are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallelism output corruption are different subsystems and symptoms." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output mismatch and an infinite loop on a specific image are separate runtime bugs." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing APIs and different fixes." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma tokenizer roundtrip failure and DiffusionGemma image-text pipeline failure are related only by model family." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer backend crash and auto-docstring annotation handling crash are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure and missing Qwen2_5_VLForConditionalGeneration import are different features and code paths." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "The titles are identical, so this is a strong repeat signal, but without body evidence in the packet I am not treating it as a confirmed duplicate edge here." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "AutoModel PyTorch import error and AutoImageProcessor import error are different missing APIs." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen/MoE, but the titles describe different concrete regressions." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE versus a from_pretrained error are not the same code-path problem." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation-state update bug and janus image-generation test failure are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy and FP8 save_pretrained are both FP8-related but not the same defect." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too assertive for the packet. In particular, calling issue:46726 the \"only strong duplicate candidate\" is not well grounded when the packet also contains several near-title/near-topic soft pairs, including an exact-title match (issue:45310 vs issue:45478) that is not addressed conservatively. Several soft-edge reasons also rely on body-level specifics that are not visible in the packet, so the verdict set is not consistently grounded from the provided evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 44, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44079", + "issue:44190", + "issue:44242", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693" + ], + "soft_pairs": [ + "issue:30333|issue:33290", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:45561|issue:45600", + "issue:44496|issue:45561", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:46077|issue:46123", + "issue:43377|issue:44242", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42673|issue:46693", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:42222|issue:45200", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44060|issue:45125" + ], + "prepared_review_unit_hash": "82f1e5f412a3be17225ca9830863961bebb48d94787c1e9620ef1f1451080692", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36432, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly heterogeneous, with only a loose tokenizer/v5 regression subtheme. None of the suggested soft edges look like the same underlying bug/change, so all are rejected. Issue 42898 is the closest thing to a representative issue because it is the most central among the tokenizer-related entries.", + "confidence": 0.35, + "canonical_issue_reason": "Issue 42898 is the most connected item in the tokenizer/v5 regression subcluster, so it is the best representative issue available, even though it does not cover the whole heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue cleanly represents the full cluster; 42898 is the best available anchor because several soft links point to tokenizer behavior regressions in v5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow job-reporting failure and a DeepSpeed/Adafactor OOM are unrelated failure modes." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Model loading with a legacy field and a pytest-xdist file race are unrelated bugs." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend in an extra install and a nonexistent image_utils import are different issues." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A test-file write race and broken auto_mappings references are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config and a test-worker file race are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and an invalid import are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading stalls in sentence-transformers and embedding reinitialization after resize are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend installation packaging and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different behaviors and model-specific failures, not one concrete bug." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask semantics and final partial-batch handling are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Padding-mask inconsistency in MIMI and missing load-balancing loss are different model bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files in save_pretrained and a Qwen3.5 MoE from_pretrained regression are not the same issue." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default multimodal config initialization and Whisper timestamp decoding are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter mismatch are unrelated doc issues." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "They are both tokenizer regressions, but for different models and symptoms, not the same underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "General AutoTokenizer loading failure and missing BOS/EOS insertion are distinct tokenizer issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 token-type defaults are unrelated multimodal/model-loading bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families; not one fixable code-path issue." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults and ModelOutput key assignment are unrelated internal behaviors." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch-count API and remote-code meta-init incompatibility are separate multimodal loading problems." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "An import NameError in sentence-transformers and a missing Qwen2.5-VL symbol are different import failures." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache indexing crash in serve and auto-docstring annotation handling are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention support for XLMRoberta and MLflow failure reporting are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed-job MLflow reporting and Llama 3.2 vision model loading are different regressions." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both involve v5 regressions around tokenization/processor APIs, but they are separate behaviors and not the same concrete bug." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions with different root causes and affected models." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax and set_training doc mismatch do not describe the same underlying issue." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A version pin bump and dummy-class cleanup are unrelated repository maintenance issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "A tied-weights warning bug and missing tensor-parallel plan are separate Qwen3 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": 23, + "review_unit_index": 45, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44075", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46665", + "issue:46710" + ], + "soft_pairs": [ + "issue:44295|issue:45656", + "issue:30333|issue:35141", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:44933|issue:45712", + "issue:44075|issue:46231", + "issue:44222|issue:44297", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:42796|issue:43723", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:43479|issue:46665", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:46132|issue:46710", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:44263|issue:45092", + "issue:44206|issue:45103", + "issue:43122|issue:46209", + "issue:43232|issue:45834", + "issue:44734|issue:46421", + "issue:43475|issue:46305", + "issue:46209|issue:46431" + ], + "prepared_review_unit_hash": "45f94fcf969330ae13678f09f5ad3a73e8bb271bdf775a3ffef0d0bcd9ff69d6", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36752, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous. The soft similarities are mostly superficial (shared APIs like import/from_pretrained/save_pretrained/cache), and none of the candidate pairs looks like the same underlying bug or a plausible single merged fix.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44297 is the most representative concrete bug report among the weakly related items, because it is a self-contained tokenizer serialization problem and sits near a few save/load-related reports; however, the cluster as a whole is too mixed to treat it as a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44297 is the strongest standalone issue for triage: specific, reproducible, and more actionable than the broader version/regression reports around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "One is a buffer/read-state bug, the other is deepspeed optimizer stepping; no shared code path." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure-reporting is unrelated to embedding reinitialization in post_init." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job reporting and CustomTrainer compute_loss kwargs are distinct training issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but for different modules and different missing dependencies." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and leftover dummy classes are unrelated packaging/import bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling and docstring parameter mismatch are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 model saving and the other is tokenizer metadata serialization." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Generation output regression and AttentionInterface.register behavior change are different subsystems." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy loss and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both concern tokenizers, but one is BPE marker handling and the other is tokenizer loading/import behavior." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config serialization is unrelated to deepspeed optimizer stepping." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config default initialization and non-persistent buffer junk are different initialization bugs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category cardinality limits and attention registration behavior do not share a code path." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve persistence, but one is FP8 model save_pretrained and the other is processor file export." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Config defaulting for multimodal models is unrelated to from_pretrained use inside Python classes." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Import failures in transformers and huggingface_hub are different dependency issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are separate config problems." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring for position_ids is unrelated to RoPE implementation discussion." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Attention registration semantics and model accuracy regression are not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and flash-attention generation failure are distinct issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained and max_shard_size default behavior are separate save_pretrained concerns." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "sync_gpus generation bug and cache max length semantics are related to cache/generation, but not the same defect." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling and remote-code meta initialization incompatibility are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "A feature extractor crash from unsupported args is unrelated to the auto_docstring annotations crash." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output changes and FP8 inference on B200 are entirely different bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs syncing and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache, but serve KV-continuation indexing and cache lazy-init recompilation are different code paths." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 missing attribute and MoonshineStreaming off-by-one masking are unrelated model-specific bugs." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template support 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": 23, + "review_unit_index": 46, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43644", + "issue:43646", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44945", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655" + ], + "soft_pairs": [ + "issue:46305|issue:46655", + "issue:44263|issue:44360", + 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"node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36757, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of mostly unrelated Transformers bug reports: tokenizer regressions, import errors, quantization/saving issues, model-init bugs, and multimodal/model-specific failures. None of the soft pairs look like true duplicates; the closest representative issue is the cross-version tokenization regression in 43122, but the cluster itself is not a single underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43122 is the broadest and most central report here, with a clear reproducible tokenizer regression across versions and some inbound references. It best represents the tokenizer-regression subset, though the overall cluster is not actually one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "43122 has the clearest cross-version behavior change and the most general applicability among the listed issues, making it the best representative issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Different models and different bugs: Moonshine streaming window off-by-one vs SmolVLM video padding calculation." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA/indexer-like code, but one is about torch.split return values and the other about a missing ReLU; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to missing processor save files." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Unrelated symptoms: loading hang for Sentence Transformers vs zero probabilities in a SigLIP2 model." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a runtime indexing/splitting issue; the other is just a wrong docstring for position_ids." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are off-by-one style reports, but they concern different models and different mechanisms (vision position ids vs streaming mask)." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Transformers v5 buffer initialization bug is unrelated to Moonshine streaming mask logic." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen/InternVL family regressions, but one is meta-init incompatibility and the other is incorrect save_pretrained keys; different code paths." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency complaint vs a pandas/numpy padding performance issue; no shared underlying bug." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized model persistence, but one is about dequantized Ministral/Devstral saving and the other is sinq save/load corruption; too different to merge." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Layernorm precision/config issue is unrelated to remote-code checkpoint meta-initialization incompatibility." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different failures: FineGrainedFP8 accuracy degradation vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-Attention-3 training degeneration is not the same as NaNs from checkout/init in classification heads." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Importing transformers.onnx and using XLMRoberta with Flash Attention 2 are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection in chat/completions is unrelated to Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different model/components; not the same fix." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are distinct." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both are SAM3-related, but one is a model-type/config warning and the other is missing text encoder weights; different problems." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No module named transformers.onnx is unrelated to tokenizer added-token spacing." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop-on-image are separate issues." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs: wrong offset mapping vs add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and a loading hang in Sentence Transformers are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific huggingface_hub import symbol failure is not the same underlying bug as broad import errors after upgrading Transformers." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong decoder type in v5 are different tokenizer/loading issues." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "A torch.compile attention-kernel divergence bug is unrelated to a docstring typo." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model save failure are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation state update after sync_gpus has nothing to do with D-FINE auxiliary losses." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 model-type warning and sam3-litetext memory overflow are different failures." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/config problem in MLA q_a_layernorm is unrelated to a docstring issue." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Broken custom model initialization and NaNs in classification heads are related only loosely; they do not appear to be the same underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Model-specific BPE marker handling in Ministral is not the same as a general cross-version tokenization change." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save/dequantize failure is unrelated to incorrect output under pipeline parallelism." + } + ] + }, + "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": 23, + "review_unit_index": 47, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46326", + "issue:46614" + ], + "soft_pairs": [ + "issue:42371|issue:44263", + "issue:30990|issue:33357", + "issue:43576|issue:43784", + "issue:43756|issue:44060", + "issue:39401|issue:44488", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:44295|issue:44297", + "issue:43784|issue:45600", + "issue:44117|issue:44704", + "issue:42907|issue:43937", + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:39401|issue:44521", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:22355|issue:29159", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:44038|issue:44295", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:42757|issue:44351", + "issue:43278|issue:44945" + ], + "prepared_review_unit_hash": "8e63698de9502a7dc35745e467e443c46951924dec1e8d35a4938c2e5691c4c2", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36934, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated import, tokenizer, model-loading, or training bugs. I do not see any strong duplicate pairs, only a few loose thematic similarities around tokenizer/import regressions.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45278 is the broadest and most umbrella-like report in the set, centered on a version-upgrade regression causing multiple import failures; it is the best representative of the small import-error subset, though the overall cluster is not a tight duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the strongest single issue to anchor this cluster because it is a clear regression report with the widest scope and best chance of subsuming related import-error reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance is unrelated to a GlmMoeDsaIndexer torch.split bug." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang in Sentence Transformers is a different failure mode from a MacOS bus error on a CLIP model." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env CLI command and a missing nn import in sentence-transformers are distinct code paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "These are different model-specific architecture issues: RoPE layer omission vs tied-weights warning behavior." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mappings for Qwen3 tokenization is not the same as failing to load a specific model/tokenizer." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are unrelated model I/O bugs." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility and pipeline-parallel incorrect outputs are different regressions." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a specific AutoImageProcessor import error while the other is a broader upgrade-induced import fallout." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "A position_ids buffer access error and tokenizer_class metadata mismatch are unrelated save/load issues." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Missing nn during import and stale auto_mappings references are separate import failures with different causes." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping returning None and AutoProcessor not forwarding kwargs to cached_file are different loader bugs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "These target different failures: checkpoint saving for dequantized models vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 degenerate training are not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Cached-file kwargs forwarding and chat-template crashes with tool-call messages are different execution paths." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 offset mapping and multimodal assistant_mask generation are distinct tokenizer/template problems." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "The model-type warning and the missing fpn_position_embeddings attribute are different SAM 3 issues." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Version-dependent tokenization drift and continue_final_message behavior for mistral_common are different tokenizer regressions." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization drift across versions is not the same as all-zero assistant masks for multimodal chat templates." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "An ONNX import error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized-save failures and gguf_file loading failures involve different model serialization paths." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and tokenizer save metadata mismatch are not the same underlying issue." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results and Gemma 4 mm_token_type_ids defaults are different example/model bugs." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset mapping and stale phonemizer language state are separate tokenizer issues." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained corruption and Qwen3.5 from_pretrained errors may be related by model family, but they are not clearly the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a Qwen3-VL-Moe issue and the other is an FP8 save_pretrained bug; the concrete failures differ." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading and position_ids buffer reading are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are distinct import errors." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different code paths." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bugs and a classification example returning empty results are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "One is a huggingface_hub import breakage and the other is a transformers import breakage for a different symbol." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "A dtype change during evaluate and incorrect outputs under pipeline parallelism are different training/runtime 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": 23, + "review_unit_index": 48, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:38617", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710" + ], + "soft_pairs": [ + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:43976|issue:45446", + "issue:43066|issue:44779", + "issue:44038|issue:45478", + "issue:44625|issue:46002", + "issue:42673|issue:45072", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:43992|issue:44704", + "issue:44995|issue:46697", + "issue:28348|issue:46640", + "issue:43066|issue:46710", + "issue:43827|issue:45446", + "issue:43064|issue:43673", + "issue:43937|issue:45563" + ], + "prepared_review_unit_hash": "d1d35471ce83876e188e9aa13ba5d8f2fa3962f00d93f642d3f023136d020ee2", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35763, + "estimated_input_tokens": 8941, + "estimated_eval_tokens": 18138 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous; most items are distinct Transformers bugs/regressions with only loose v5/theme overlap. None of the soft pairs look like true duplicates or mergeable PR-equivalents, so I\u2019d keep them separate.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (many import errors after upgrading to v5.5.0), making it the best cluster anchor among otherwise unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most generally representative issue here: broad, regression-oriented, and closer to a cluster-level summary than the more model- or component-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import error vs. LayoutLMv3 error-message clarity issue; different bug and code path." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Package/backend dependency issue vs. Python 3.14 load failure; both runtime-related but not the same underlying bug." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 implementation discrepancy vs. Qwen3_5 infinite loop on one image." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs. padding performance cleanup; unrelated behaviors." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing symbol/import vs. broad post-upgrade import failures; related area, but not the same concrete bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs. stale phonemizer language backend; different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation problem vs. GLM-5 RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading/base_model_prefix breakage vs. NaNs in classification heads; unrelated failure modes." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script multi-label output bug vs. SigLIP2 model discrepancy; different components and symptoms." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file execution error vs. documentation parameter-name mismatch; not a duplicate." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support issue vs. PyTorch version-check bug in flex_attention; different code paths and breakages." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer-related v5 regressions, but one is decoder-type handling and the other is DeepSeek output correctness; too different to merge." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a Qwen3-VL-Moe bug and the other is a from_pretrained failure for Qwen3.5 Moe; not the same concrete issue." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation bug vs. NaNs in classification heads; distinct causes." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM usage vs. dtype mismatch in bfloat16 inference; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior/settings discussion vs. missing image-processor method in GLM46V; different areas." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Helper-function behavior in qwen3_omni_moe vs. version-check bug for AuxRequest import; unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both Qwen3.5-related, but save_pretrained key regression and from_pretrained error are different bugs." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script classification output bug vs. pipeline translation-task messaging after removals; not the same change." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage vs. Ministral-3 FlashAttention issue; different models and code paths." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer args ignored vs. trainer.evaluate() failure after train; distinct training bugs." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens weights in UMT5Encoder vs. AutoProcessor kwargs forwarding; separate loading issues." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa second-forward stale cache bug vs. Swin2SR over-padding; unrelated image/model preprocessing issues." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Feature request for GPT2 FlashAttention2 support vs. a separate flash-attention issue; not the same bug or change." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression vs. DeepSeek accuracy regression after upgrade; different symptoms and likely causes." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline after removals vs. flex_attention version-check bug; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer state corruption in FSDP2/PEFT training vs. missing GenerationMixin cache in chunked prefill; different code paths." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalidity vs. stale warning for num_return_sequences; both generation-related but 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": 23, + "review_unit_index": 49, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45356", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46614", + "issue:46617", + "issue:46655" + ], + "soft_pairs": [ + "issue:33453|issue:39401", + "issue:42673|issue:42796", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:42673|issue:46655", + "issue:45405|issue:45446", + "issue:45071|issue:46614", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:42222|issue:46178", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:42371|issue:46617" + ], + "prepared_review_unit_hash": "654629e2590aee4f33b1cb5708910ff1cf561d5b5348202d2921afdff3951246", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36654, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a loose collection of unrelated Transformers issues. A few pairs share broad subsystem keywords (especially tokenizer regressions), but the titles point to different concrete bugs and code paths, so none of the soft edges should be merged.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report: it describes a version-to-version tokenization change affecting the same tokenizer behavior class, which makes it the best representative among the tokenizer-related issues here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most canonical issue in this set because it is general, regression-focused, and closest to the shared tokenizer theme that appears repeatedly across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a loading regression and the other is a Qwen3 offset_mapping bug; different symptoms and likely different fixes." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in multithreaded generation and a tokenizer BPE-marker bug are unrelated code paths." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention behavior, but one is GPT-2 scaling under SDPA/FlashAttention and the other is Gemma4 bidirectional masking; not the same bug." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Both mention tokenizer behavior, but Kimi-K2.5 codec handling/fix_mistral_regex is distinct from Wav2Vec2 phonemizer backend state." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling during chunked prefill and an efficiency issue in SequenceFeatureExtractor.pad are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5-era breakages, but one is init_empty_weights/_is_hf_initialized and the other is PretrainedConfig type checking; different failure modes." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leakage in dataloader threads and SmolVLM video padding are separate bugs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump issue and a PyTorch version check bug are not the same underlying change." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is a type-checking regression in PretrainedConfig, the other is stale config.dtype after from_config; related only at a high level." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback and flash_attention sinkless-model crash are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of lm_head.weight depending on device and NaNs in classification heads are different problems." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both concern Qwen3.5/Qwen3-next loading, but one is missing projections in layer 0 while the other is a from_pretrained error." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offset_mapping on Qwen3 and the other is Deepseek tokenization correctness; too model- and bug-specific to treat as duplicate." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and flash-attention generation failure are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regression and dtype staleness are separate configuration issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug and an xdist race in captured_info.txt are different test-infra failures." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utils bug versus preprocessing performance issue; no common code-path bug." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shape and a crash loading video models without torchvision are separate video-stack issues." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping fallback and Mistral regex patch crashes are different tokenizer-loading bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running 3d_parallel.py and a testing_utils bug do not describe the same failure." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different modules." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression versus noisy logging message; no shared bug." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning on sam3 and a key error loading MobileLLM are different loading issues." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and a BACKENDS_MAPPING tensorflow_text error are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA rms_norm_eps precision bug are different topics." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a documentation parameter mismatch are not duplicates." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A save_pretrained shard-size question and a Qwen3.5 MoE loading error are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings guidance and trust_remote_code cache FileNotFoundError 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": 23, + "review_unit_index": 50, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:46172", + "issue:46209", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:43937|issue:44496", + "issue:39401|issue:46209", + "issue:44410|issue:45478", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:42222|issue:45542", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:42175|issue:42222", + "issue:43931|issue:44410", + "issue:43874|issue:44261", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:44360|issue:46172", + "issue:44263|issue:46172", + "issue:43012|issue:43577", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:43874|issue:44263", + "issue:43531|issue:45341" + ], + "prepared_review_unit_hash": "2edefcbeb0545434158cd7dab63a5819fd0d95a88dc81242651430caa6776184", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36146, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers regressions and model-specific bugs. No soft edge looks like the same underlying bug/change, so all candidate duplicates should stay separate. If one issue must act as the umbrella, the broadest is the upgrade/import-regression report.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it captures the general post-upgrade import-regression theme that overlaps with several other entries, even though many cluster members are actually unrelated model-specific problems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative single issue for the cluster because it is broad and regression-oriented, but it is still only a partial fit for many of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different bugs: one is a GenerationConfig validation problem for GLM-5, the other is an unrecognized model/config issue for OLMo-Hybrid." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset-mapping corruption and FP8/B200 inference failure are unrelated code paths." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen-family models, but one is missing projections in a layer and the other is a from_pretrained error for Qwen3.5 MoE; not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The titles both mention imports, but one is a specific missing image_utils export while the other is a broad upgrade-related import-error report." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and a speech-feature extraction issue are different subsystems and failure modes." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer argument handling and double optimizer-step with deepspeed are distinct training bugs." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling in the DSA indexer is not the same concrete problem as the GLM-5 RoPE implementation issue." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one concerns decoder type and the other changed tokenization output; not clearly one underlying bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "API removal in 5.0 and unexpected position-id keys are unrelated regression types." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache handling during chunked prefill and a testing_utils bug do not share the same code path." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and missing TensorFlow backend when only tensorboard is installed are unrelated issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are different API regressions." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression in PreTrainedConfig is unrelated to backend package-install behavior." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Missing TensorFlow in a torch-only install and broken vitpose models do not point to the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch on Qwen3-VL is a loading/config issue, while the other is a missing-layer projection bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches and missing rms_norm_eps in MLA q_a_layernorm are different model/component defects." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a request acceptance failure and the other is a streaming inference bug on a specific model." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size behavior and a Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in DSA indexing is not the same as the deepseek-v4 transpose/dtype issue." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "These are different model internals and different tensor-operation bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning about bfloat16 precision and dtype remaining float32 on Blip2 loading are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2 related, but they concern different models and likely different support gaps." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen-related multimodal reports, but one is a weight-shape mismatch and the other is a distinct Qwen3-VL-Moe bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 and degenerate training with flash_attention_3 are different issues and code paths." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal in v5 and gguf_file handling failures are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug do not share the same underlying defect." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor without torchvision causing a crash is unrelated to the testing_utils issue." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing import from image_utils and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA rms_norm_eps handling and GLM-5 RoPE implementation are different model-level problems." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite-loop image-specific Qwen3_5 bug and a sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch counting helper and torch.split return semantics are separate defects." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 51, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43825", + "issue:43873", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:44987", + "issue:45103", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710" + ], + "soft_pairs": [ + "issue:44117|issue:44987", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:43986|issue:45372", + "issue:44410|issue:45375", + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "issue:44038|issue:44410", + "issue:46655|issue:46664", + "issue:43986|issue:44484", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:46172|issue:46710", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:43825|issue:44655", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43208|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484" + ], + "prepared_review_unit_hash": "b51d935004e19a44a5024303e0d97c3b3f41cc2a5c0044ab23aeabc135d06332", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports spanning imports, training, processors, quantization, and model-specific regressions. None of the soft-edge pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "issue 43097 is the broadest, highest-impact regression here (a v5 API breakage with inbound references), so it is the best single representative.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "issue 43097 is the most representative issue: broad user impact, cross-cutting v5 regression, and clearer cluster relevance than the narrowly scoped reports.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading failures, but one is a tokenizer mapping assumption and the other is a specific model load failure; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Different code paths: generation cache handling vs a mask pipeline batch-finalization bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and failures; one is a DeepseekV3MoE implementation divergence, the other is a DeepSeek-V4 dtype/transpose issue." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "One is about a removed config field in v5, the other is a flash-attention crash on sink-less models; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols from different modules and do not indicate the same underlying breakage." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different dependency failures: missing torchvision for AutoProcessor vs a mistral_common import error affecting Gemma 4 loading." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-related, but one is missing attention projections while the other is a missing vision-config field." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "These are distinct save/load issues; one concerns removed tie_embeddings_and_encoder_decoder behavior, the other quantized save/load breakage." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training regressions: optimizer state placement under FSDP2/PEFT vs Liger kernel not applied with model_init." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Same broad ecosystem, but different concrete bugs: a Qwen3-VL-Moe failure versus missing qkv/gate projections in qwen3next." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both touch SmolVLM video processing, but one is padding math and the other is num_frames semantics; not the same defect." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A loading crash due to missing torchvision is unrelated to the default max_shard_size discussion." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: layer_type_validation vs HybridCache; similar shape, but not the same underlying issue." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "One is a test flake from missing set_seed calls, the other is a noisy logging message." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Both mention DeepSeek models, but one is a specific tensor operation bug and the other is an accuracy regression after upgrade." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is a v5 config/API removal issue; the other is a quantization offloading behavior problem." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer-related, but one is an AddedToken constructor argument clash and the other is a mapping-name None assumption." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Different subsystems: tokenizer mapping fallback vs an image-text-to-text pipeline failure." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "An evaluate-after-train failure is unrelated to an import-time Trainer failure caused by datasets." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "One is an offline/local-files-only networking bug; the other is a missing embed_tokens weight during UMT5 loading." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "One is a kwargs propagation bug in AutoProcessor, the other is an auto-docstring crash with future annotations." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Different code paths: GPT2 attention scaling under SDPA/FlashAttention vs cache lazy-init recompilation with chunked prefill." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "A Python 3.14 import/load problem is unrelated to a backend-mapping error for tensorflow_text." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Loading without torchvision is not the same bug as TOKENIZER_MAPPING_NAMES sometimes returning None." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "An incorrect pipeline error message and inability to save Pipeline objects are different issues." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failures are unrelated to Pipeline.save_pretrained behavior." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "A save/load quantization issue is not the same as an infinite-loop bug in Qwen3_5 on a specific image." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model-specific failures: xLSTM small-model training bugs vs Bamba SDPA torch.compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is repository hygiene / dummy-object leakage, right is a noisy log message; unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compilation warning is not the same as a Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they are about different conditions and different configuration knobs." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing model weights during load is unrelated to the max_shard_size default question." + } + ] + }, + "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": 23, + "review_unit_index": 52, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45600", + "issue:46077", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:45584|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:45600|issue:46298", + "issue:44483|issue:44514", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:36683|issue:43475", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43352|issue:43937" + ], + "prepared_review_unit_hash": "90bdb5122eac6b239f6fb0988b77edfe77a5a7ea223b09ca9039e141298c8fe9", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36602, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab bag of Transformers bug reports and regressions spanning imports, v5 behavior changes, model-family-specific breakages, saving/loading, and backend-specific issues. None of the soft pairs are close enough to treat as the same underlying bug or change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43097 is the most canonical representative because it describes a concrete v5 regression with broader reach and already has inbound references, making it a plausible anchor for nearby breakage reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the best single issue to represent this cluster since it is concrete, user-facing, and broad enough to stand in for the v5 regression theme without overfitting to one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Both mention v5-related tokenizer/decoder behavior, but one is a specific decoder-type issue and the other is only an isolated reproduction reference; not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "These are unrelated failures: Flash Attention support for a model class versus a Python-version compatibility problem." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "One is a concrete API removal regression; the other is a noisy logging complaint. Different problems." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different model/backend issues: unsupported Flash Attention for Nemotron versus GPT-2 attention scaling being ignored." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "These concern different model families and different failure modes; no evidence they share a code path." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling being ignored is not the same as register() changing behavior of registered functions." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation and Trainer import conflicts with datasets are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to Trainer import resolution." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve MoE/FP8 Qwen-related reports, but one is save_pretrained on FP8 and the other is from_pretrained loading; not clearly the same defect." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT-2 attention scaling with backend kernels is unrelated to a degenerate zero-loss classification issue." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend packaging for torch install and Trainer import failure have different causes and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path import warning and bfloat16 compilation warning are different warning/behavior issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "These are both import errors, but for different symbols from different packages and likely different breakages." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and GPT-2 attention-scaling backend behavior do not share the same code path." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A precision warning during compilation and a torch>=2.9 flex_attention failure are not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are separate model/component issues." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI breakage from removed Sam3LiteText configs is unrelated to a noisy logging message." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "A chat-completions endpoint rejection and a Qwen2.5-VL batched chat-template crash are different request-handling bugs." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is attentions missing and the other is hidden_states missing; not enough to assume one duplicate bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe v5 loading bug and FP8 inference support request are related to the same model family but not the same issue." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output-field assignment and GPT-2 attention scaling are unrelated implementation problems." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing import from configuration_utils and local_files_only still making API requests are different failure modes." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE implementation discussion are not the same concrete defect." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline save_pretrained failure are both save-related, but they are not the same underlying bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and sorted state_dict load errors are different load-path problems." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM 3 Video missing fpn_position_embeddings are unrelated attribute errors." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is token-embedding resize propagation and the other is attention-mask construction; different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "These are distinct import errors for different symbols from different modules." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Unsupported Flash Attention for Nemotron and invalid GenerationConfig for GLM-5 are unrelated model-specific 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": 23, + "review_unit_index": 53, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44483", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:44483|issue:46369", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600" + ], + "prepared_review_unit_hash": "6ff670d96af446ce09fe51740bff003b14772e9dbe1a7f5b819184337d211506", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37197, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a single duplicate set; it mixes unrelated import, config, saving/loading, training, CI, and model-specific bugs. None of the soft pairs look like the same concrete underlying issue, so they should stay split.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Different symptoms and domains: chat/completions request rejection vs Trainer import dependency confusion." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Both involve loading/saving, but one is a base_model_prefix regression and the other is pipeline serialization." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for text classification is unrelated to pipeline save_pretrained failure." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different config attribute bugs: Gemma3 vocab_size vs patchtsmixer post_init policy." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are model loading regressions, but one is state_dict ordering and the other is Qwen3.5 checkpoint saving." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "A Python version compatibility bug is not the same as a generic transformers-on-Python-3.14 load failure." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different model families and bugs: Qwen3.5 num_labels propagation vs Gemma4 attention mask construction." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both are Gemma/Llama config issues, but one is attention masking and the other is head_dim validation." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions field regression is unrelated to Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-config-attribute failures in different models: vocab_size vs pad_token_id." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config propagation issues, but they affect different fields and model stacks." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 missing embed_tokens.weight is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is cache/layer update decoration; the other is broad import breakage after a version upgrade." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer/FSDP state mismatch is unrelated to a cache strategy typo." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD arguments ignored is an optimizer bug, not an import-time Trainer dependency issue." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors are distinct from a Python 3.13 torch.jit.script indentation/parsing issue." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Both are version-related breakages, but one is Python 3.14 loading and the other is PretrainedConfig type checking." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting/load error is not the same as missing Qwen3.5 vision config field serialization." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different failure modes: sorted state_dict load error vs Gemma pipeline roundtrip tokenization issue." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Unrelated bugs: missing config attribute versus distributed optimizer state corruption." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test/CI related, but one is missing set_seed and the other is xdist file-write racing." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-time slowdown from star imports is different from intermittent slow import regressions." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific no_grad decoration bug is not the same as a broad complaint about Transformers 5 breaking models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to Qwen2-57B-A14B-Instruct loading OOM." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both concern loading/saving, but the specific checkpoint corruption causes differ." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad decoration and Python version incompatibility are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions regression is not the same as patchtsmixer post_init restriction." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen/UMT5 loading issues with different missing keys and code paths." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing ImportError is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions missing field is unrelated to CLIP text model structure divergence." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different models and failures: CLIP output field regression vs LwDetr float16 AMP crash." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test flake is unrelated to Phi-4 multimodal model loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test issues: missing set_seed versus stale device override on GraniteSpeech." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test flake from set_seed omission is unrelated to auto_mappings referencing removed configs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 54, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:42548", + "issue:42757", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44062", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44734", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:44222|issue:45125", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43874|issue:46617", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:38617|issue:43576", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:36296|issue:43526" + ], + "prepared_review_unit_hash": "2baccc09c663e7fbb7863986dcd22dc0b091ba02b75abc02e7ae252c81ffcddb", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39473, + "estimated_input_tokens": 9869, + "estimated_eval_tokens": 19994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster of mostly unrelated Transformers v5-era regressions (loading/import/docs/model-specific bugs). None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates. 44556 is the best anchor because it is a concrete, broad loading regression and the most representative of the cluster\u2019s recurring theme.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44556 is the broadest concrete regression here: a versioned model-loading failure after upgrading to v5.2/v5.3, which makes it the best single anchor for the loading-regression subset.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall issue to keep because it is specific, user-impacting, and more representative than the many narrower import/docs/model-variant reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Different bugs: tokenization cleanup behavior vs video processor frame-count semantics." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Unrelated failures: offline/local file behavior vs AddedToken argument handling." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Different code paths: KV-cache continuation crash in serve vs cached trust_remote_code file lookup." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both touch MoE/tensor parallelism area, but one is FP8 save_pretrained and the other is missing _tp_plan; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is AutoTokenizer loading and the other is checkpoint reload after upgrade; too broad to treat as one bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization/OOM memory regression is a different issue from checkpoint reload failure." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Image-processor token accounting bug vs trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Importing a missing model class is unrelated to cache loading from trust_remote_code." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different subsystems: generation cache updates vs Sam3PixelDecoder placeholder convolution." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only API calls and GLM RoPE implementation are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken CLI command and AttentionInterface behavior change are distinct issues." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but one is missing tensor-parallel plan and the other is a from_pretrained error; not clearly the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failure vs tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file execution errors are not the same as slow filtering after upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: PreTrainedModel vs HybridCache." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan missing vs config field dropped by @strict are separate Qwen3.5 issues." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video processor num_frames semantics vs AutoProcessor backend-missing error are different bugs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both concern generation/cache machinery, but the symptoms and code paths differ." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang in Sentence Transformers vs docs confusion around forward arguments." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No relation between local_files_only API requests and the unrelated 'racoon' issue." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "API request leak and FP8 MoE save_pretrained are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and 'racoon' are clearly unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting vs tensor-parallel training bug are different issues." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different model families and likely different failure points." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors are unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs Llama 3.2 vision model loading breakage are separate bugs." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors are unrelated to saving Pipeline objects." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer loading regression." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing hub import and broken transformers env command are different problems." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application bug and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion about forward arguments vs import error for layer_type_validation are different issues." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI and missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The 'racoon' issue is not the same as the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import error is unrelated to trust_remote_code cache file lookup." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the 'racoon' issue." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing layer_type_validation import and broken env command are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and the 'racoon' issue are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; not clearly the same concrete bug." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug and BeitImageProcessorFast label reduction 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": 23, + "review_unit_index": 55, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46209", + "issue:46218", + "issue:46328", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44273|issue:45542", + "issue:44360|issue:46664", + "issue:44623|issue:45230", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45278|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:44230|issue:46095", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218" + ], + "prepared_review_unit_hash": "d9ed9cfe4f353b4130a9130eaee7079a9c63cc589e509c00af0d3b0aa97d13e6", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 38926, + "estimated_input_tokens": 9732, + "estimated_eval_tokens": 19720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated model-specific bugs and broad v5 regressions. The only strong duplicate-like edge is the lazy-loading/import machinery pair around `sys.modules` access.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44273 is the broadest, most central issue here: it describes the lazy-loading/import-path failure that can also explain the more specific `sys.modules` access symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 best represents the cluster because it is the clearest umbrella for the import/lazy-loading regression theme, rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Different failures: SAM HQ video attribute error vs trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different public symbols; too little evidence of one shared root cause." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated: Liger kernel application in model_init vs FP8 inference failing on B200." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Different model paths and symptoms: RoPE implementation discussion vs video processor frame semantics." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific chat crash vs broad v5 breakage complaint; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache is not the same as a typo in cache strategies." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regression and tf-backend detection are separate issues." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM video frame handling." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to a generic bug report title." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "General Qwen3-VL-Moe bug vs missing tensor-parallel plan; different concrete problems." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": true, + "reason": "Likely same import/lazy-loading failure: the generic lazy-loading issue and the specific unsafe `sys.modules` access point to the same code-path class." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output bug and `PretrainedConfig` type-checking regression are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but hallucinated bbox output vs infinite loop on one image are different symptoms and likely different bugs." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance issue and missing generation cache are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken `transformers env` command is unrelated to checkpoint reload compatibility." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific `Llama4Config` missing field vs generic v5 breakage complaint." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm config field regression is not the same as a broad v5 complaint." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regressions, but one is specifically import errors after upgrade and the other is a generic complaint; too vague to merge." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo is unrelated to a broad \u201cv5 breaks too many models\u201d report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API migration guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star performance cleanup is not the same as a missing `Qwen3_5ForCausalLM` module import." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and weight conversion script availability are different concerns." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning vs Liger kernel/model_init issue; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing seeds is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy-loading breakage are related only broadly, not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support warning and Qwen3-VL bbox errors are different problems." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs regression are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version incompatibility and Qwen3-VL bbox output bug are different issues." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated despite both mentioning kwargs." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is not the same as a generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer config mismatch is unrelated to a generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup and missing `HybridCache` import are different symptoms." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor padding performance are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup and a testing_utils bug are not the same underlying issue." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Specific Python support bug vs generic v5 breakage complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/MoE failure modes; no clear shared code-path bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version incompatibility and module import failure are separate problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft edge (44273 vs 45003) is plausibly the same lazy-loading/sys.modules code-path, and the other verdicts mostly avoid over-connecting only superficially similar issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 56, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28348", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43827", + "issue:44077", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655" + ], + "soft_pairs": [ + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468", + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:28348|issue:43352" + ], + "prepared_review_unit_hash": "9ae91eb0b076b20a6da27cd99dcb62086919f8f043afd26977274c911f2bf820", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 41, + "serialized_chars": 38583, + "estimated_input_tokens": 9646, + "estimated_eval_tokens": 19548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly groups unrelated Transformers regressions by loose similarity around v5/model-loading issues. The best single representative is the broad v5 breakage complaint, but none of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 45850 is the most umbrella-like: it summarizes the broad v5 regression theme better than the many narrow, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the best cluster representative because it is broad, central, and closest to the overall \u2018many things broke in v5\u2019 theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different bugs: post_init allowance vs tied-weight key crash." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs reference vs scheduler kwargs; unrelated functionality." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Forward-doc confusion vs tokenizer-loading regression." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI vs lazy-loading bug; different paths." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger/model_init application vs flash-attention training degeneration." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer math issue vs Gemma audio positional encoding bug." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Timestamp calculation vs video padding calculation; different models and code paths." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading vs lr scheduler kwargs; no shared bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline serialization vs tied-weight-key crash." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI env command vs missing Qwen3_5 import; unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs specific Qwen3.5 from_pretrained failure." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp bug vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp math vs scheduler kwargs; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance issue vs VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion vs Llama model-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading vs documentation mismatch." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating vs weight-conversion/matrix-transpose bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak vs RoPE implementation; different subsystems." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE vs Gemma audio positional encoding; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only API leakage vs tokenizer timestamp bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings warning vs VRAM leak." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage complaint vs specific import failure; too different." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp bug vs VRAM leak; only loosely multimodal." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs audio positional encoding bug." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling vs Gemma audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Layernorm epsilon precision issue vs Gemma audio encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching gap vs DeepSeek-V4 weight conversion question." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure vs Qwen3_5 import failure; different symbols." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Nemotron Flash Attention support gap vs Qwen3_5 import failure." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer behavior change vs wrong decoder type; same area, different bugs." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2 flash-attn 2 support vs generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated low-quality issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs unrelated issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIP attentions regression vs unrelated issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Unrelated placeholder issue vs broad v5 regression complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure vs unrelated issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash vs chat-template assistant tool-call crash." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading vs missing layer_type_validation import." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id vs tied-weight-key crash." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx vs tied-weight-key crash." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Different models and different flash-attention support gaps." + } + ] + }, + "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": 23, + "review_unit_index": 57, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44623", + "issue:45310", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:33453", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "21d2a99627e3bcd3b2493e067f695000ad494b87b626d0d060d765751f8f8443", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 17, + "item_count": 17, + "soft_pair_count": 18, + "serialized_chars": 14814, + "estimated_input_tokens": 3704, + "estimated_eval_tokens": 7664 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated issue reports across tokenizers, model configs, attention, FP8, and training plumbing. None of the soft pairs look like the same underlying bug, so all are rejected.", + "confidence": 0.18, + "canonical_issue_reason": "43240 is the broadest and most centrally framed bug report here, with multiple inbound references, but the cluster is too heterogeneous to represent a real duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43240 is the most generally phrased issue and the best available representative of the mixed cluster, though it does not subsume the unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen vs missing files in processor.save_pretrained are different bugs." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow failure reporting and slow checkpoint loading are unrelated problems." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is not the same as a tensor-parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading slowness and tokenizer loading regression affect different code paths." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3.5 MoE from_pretrained error is distinct from FP8 model support for inference." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models is unrelated to Qwen FP8 support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention interface are separate model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling and DeepSeek-V4 gating are unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT config type hint issue is not the same as a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignored loss value handling and missing kwargs passthrough are different training bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs passthrough is unrelated to RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value handling does not match tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former loss/ignore_value behavior is unrelated to RoFormer attention code." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A model loss/ignore_value bug is unrelated to a typo in quantization operation naming." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing loss kwargs and a config type-hint typo are different issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correctness and a quantization typo are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4 norm semantics and ModernBERT norm_eps typing are not the same bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value handling has no clear overlap with the ModernBERT type hint issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 23, + "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": "105c92f90514f8bfc2583d49545ccf77ab11d2efb7764a3c13eed8d78a8f26e4", + "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 about unrelated topics: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature areas and problem statements: tokenizer truncation direction vs. Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "No shared underlying bug or change; one is about truncation strategy, the other about learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Unrelated requests in different subsystems: scheduler behavior vs. speech model time 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": 23, + "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": "31ef9f52458bd4fe86436c9fa1dd3e89f9647b77d42156f120e473ee6c0f187e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not the same bug. One is about Tapas tokenization parity with TensorFlow, one is about an incorrect auth/error message when downloading a private model, and one is a generic model-loading failure for bert-base-uncased. The only mild overlap is between the two model-loading/download issues, but they still point to different failure modes.", + "confidence": 0.64, + "canonical_issue_reason": "issue #16618 is the broadest model-loading complaint and the closest anchor for the cluster, but it is still not a clean duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the most user-facing and general of the three, so it is the best representative if one issue must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch with TensorFlow code is a different subsystem and failure mode than loading bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model retrieval/loading, but one is specifically a private-model auth/error-message problem while the other is a generic inability to load bert-base-uncased; 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": 4, + "component_count": 23, + "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": "ea22d4fd425bf911a2ae8e45d8512fc372de499874c8b4c0bc81dd2e19d468b0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one is about adding Flash Attention 2 support for more architectures, the other about adding GGUF support for more architectures. They overlap only at a broad \u201ccommunity contribution\u201d level, not at the underlying feature/change level.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests with different code paths and goals (Flash Attention 2 vs GGUF support); too broad a similarity to treat as the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 23, + "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-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "7f67e80f1f936bda032cc63f2d496b587f28d39f5b24e82c8eb3c2da2bd6d6d5", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13520, + "estimated_input_tokens": 3380, + "estimated_eval_tokens": 7016 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13520, + "estimated_input_tokens": 3380, + "estimated_eval_tokens": 7016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not one duplicate set: it mixes several distinct i18n translation-request issues (different languages) plus two exact duplicate subgroups \u2014 the generic placeholder-title issues and the Thai-title issues.", + "confidence": 0.96, + "canonical_issue_reason": "No single global canonical cleanly covers the full cluster because the requests are for different languages. If one issue must anchor the exact duplicate placeholder-template subgroup, issue 43834 is the oldest and most generic of that set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43834 is the best representative only for the placeholder-template duplicate subgroup, but it is not suitable as a global representative for all items because the cluster also contains separate language-specific translation requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target language/request: Turkish vs the generic placeholder translation issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target language/request: Turkish vs the generic placeholder translation issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different target language/request: Turkish vs the generic placeholder translation issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target language/request: Turkish vs Romanian." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages: Turkish vs Spanish." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Different target language/request: Spanish vs the generic placeholder translation issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different target language/request: Spanish vs the generic placeholder translation issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages: Spanish vs Romanian." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different target language/request: Spanish vs the generic placeholder translation issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs the generic placeholder translation issue; not the same concrete request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs the generic placeholder translation issue; not the same concrete request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request vs the generic placeholder translation issue; not the same concrete request." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different translation requests/languages; Romanian vs Thai." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different translation requests/languages; Romanian vs Thai." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical placeholder-titled translation request; appears to be the same issue template duplicated." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical placeholder-titled translation request; appears to be the same issue template duplicated." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical placeholder-titled translation request; same underlying issue template." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact duplicate Thai translation request with the same title/content." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly separates the cluster into distinct language-specific translation requests plus two duplicate subgroups (placeholder-template and Thai). The accepted soft-edge pairs are conservative and supported by the strongest similarity evidence, and the rejections avoid overstating cross-language matches." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 23, + "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-36817-18", + "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", + "issue:46645", + "issue:46653" + ], + "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:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "b56a79f38bc304ed0fc8af7b743def2e2c23bd7ec5d1f5d73087b0b531696e0d", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 39, + "serialized_chars": 23779, + "estimated_input_tokens": 5945, + "estimated_eval_tokens": 12146 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 39, + "serialized_chars": 23779, + "estimated_input_tokens": 5945, + "estimated_eval_tokens": 12146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items are broadly similar model-request issues, but they are not duplicates: each asks for a different model or feature addition, so none should be merged together.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical duplicate: the issues span distinct model requests and features (e.g. EuroBert, RF-DETR, Qwen3 TTS/ASR, LFM2.5 Audio, Granite SWA+sink), not the same underlying change.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45322 is the cleanest representative of the theme: it is a focused, self-contained model request with a complete description and the issue is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config vs DEIMv2 are different model additions, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS support are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR model target different architectures." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR vs OpenAI weight-sparse transformer are unrelated requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR model and Qwen3-ASR support are different artifacts." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS support are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model support requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the sparse-transformer request do not describe the same change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different models with no shared code-path issue." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse-transformer request are different changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture vs ModernVBERT models are not the same request." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support target different model families." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS support are separate model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are different artifacts." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE are not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE and Mirko Privitera are not the same kind of issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they are different model support changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the sparse-transformer request do not match." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support and LFM2.5 Audio are different audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are different models and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and OpenAI weight-sparse transformer are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio support and Granite SWA+sink are not the same underlying change." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer support and EUPE are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different model integrations." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both model requests, but they target different architectures and code paths." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and Mirko Privitera are not the same issue." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and Mirko Privitera 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": 7, + "component_count": 23, + "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-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "79c11f443da1bf54759b1fc5e6a0cc6057088739f80700136de9b7cd703a3d6d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add pruna as an optimization framework, the other is a Vision RoPE refactor. The soft similarity is superficial and does not indicate a duplicate relationship.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the more concrete technical/code-focused item, but it is not a duplicate of 38740 and should not be treated as the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scopes: documentation/framework listing vs a Vision RoPE code refactor. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 23, + "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": "1b53cd09dcf797e7ee5a6f529e8f86974877fb8c8d2801e4814e2f9fb3fb2411", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open issues do not look like duplicates: one is about set block decoding, while the other is a request for DeepSeek v3.2 support. They target different features with no shared evidence of the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 43037 is the clearer standalone request because it names a specific external model-support task; however, the two issues are unrelated, so there is no strong canonical duplicate choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the better representative of a concrete, actionable request. Issue 41084 is too vague and appears to be a separate concern rather than the same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084 (Set Block Decoding)", + "right": "issue:43037 (DeepSeek v3.2 support)", + "accept": false, + "reason": "Different topics and likely different workstreams: one asks for a decoding mode, the other for support for a specific model version. No evidence they describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 23, + "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-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "acf0107799ec852a18843327aec642363fd8ff79aa2897839928f4a7523026b6", + "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 about different performance-related feature requests in different code paths: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, the other asks for TiledMLP integration. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #41306 is the more concrete, actionable request: it specifies the exact API surface (`from_pretrained()`) and the specific feature flag being requested.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the best representative because it is narrowly scoped and directly describes the desired change; #41826 is a separate feature request for a different component.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying changes: one is about a `from_pretrained()` flag for fused loss handling, the other is about integrating TiledMLP for memory reduction. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 23, + "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": "094d22069b73bb3a70878d70abbc406194be2d9cead9185c4d0a901fdb3790c9", + "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 both mention custom trainers, but they address different Trainer behaviors: one is about `remove_unused_column` customizability, the other about FLOPS estimation. They do not look like the same underlying bug/change, so they should not be clustered as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #43598 is the more central Trainer customizability request; it describes a concrete Trainer behavior that could broadly affect custom trainer workflows.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the best representative of the cluster because it is the broader, more foundational Trainer customization concern. #43600 is a separate FLOPS-estimation topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share the theme of custom trainers, but one concerns `remove_unused_column` behavior and the other concerns FLOPS counting. Different code paths and different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 23, + "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": "2bf0b5017eb10d68076ee531b9232c77a4d15874639654213a9ad3f2c68ae829", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are about different Qwen model families and different AutoModel targets, so they should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43684 is the broader model-registration request and is the better anchor if one issue must represent this cluster, but it is not a duplicate of the Qwen3.5 sequence-classification request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the more general API-registration request; issue 44405 is a separate, task-specific support request for a different config and head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 sequence-classification support. They target different model families and different auto classes." + } + ] + }, + "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": 23, + "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": "38673777ab7da605a5f5847fce165b703da92f1f0dc54728993a656002d7dc9d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4259, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4259, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues titled \"huggingface \" appear to be duplicates of the same report; issue 43835 ('Fett') looks unrelated. No PRs are present in this cluster.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports and is the best representative for the duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the best overall issue candidate because it is one of the duplicated huggingface reports and was created first among them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no supporting evidence that they describe the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared issue details indicating a duplicate." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" does not appear to match the huggingface report cluster." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, same apparent report, and no evidence of distinct underlying bugs." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same near-identical issue title and likely the same duplicate report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and no distinguishing evidence; these look like duplicates of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three \"huggingface \" issues share the same title and strongest similarity signals, and 43845 is the earliest among them. The rejection of 43835 as a separate item is conservative, and the soft-edge verdicts do not overclaim beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 23, + "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": "8f0e1ffbd5ca5de4a2eb185b327b068586edd9430830cb565f9a21bea0b9af3a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-signal spam/placeholder issues, plus one generic documentation suggestion and one unrelated named issue. There is no evidence that any pair describes the same underlying bug or change, so no soft duplicates should be accepted.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44371 is the cleanest representative of the spam-like subgroup: it is an exact '' placeholder and is shared by the other identical placeholder issues, making it the most central stand-in if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the best issue representative because it matches the dominant pattern in the cluster and is the earliest exact-placeholder issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Identical spam titles are not evidence of the same concrete bug or change; there is no actionable content to merge as a duplicate." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: this is only repeated spam text, not a shared technical problem." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A '' placeholder and a documentation enhancement suggestion are unrelated." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The placeholder spam issue and 'Check out \"Google LLC\"' are unrelated and do not describe the same underlying problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation feedback does not match a spam placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation feedback does not match a spam placeholder issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Two identical spam placeholders still do not establish a shared bug/change worth deduplicating." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "These titles point to unrelated spam/noise, not the same code-path issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "These titles point to unrelated spam/noise, not the same code-path issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 23, + "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": "4a239c493b965c762d4904f1a9540cd602ee7502a1c68072abded4da0961da55", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues look like near-duplicates based on their identical titles, close body lengths, and the soft-similarity signal. The evidence is limited because the issue bodies aren\u2019t available, so the duplicate call should be made conservatively. #45145 is the best canonical representative because it was created first.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is the earlier issue and the safest canonical representative among two issues with the same title and no stronger differentiating signals.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue to keep as the representative because it predates #45151 and the available metadata does not distinguish a different underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and similar metadata, plus a soft-similarity signal, make them plausibly the same issue; however, the duplicate judgment is based on limited evidence because the bodies are not directly compared." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairing is plausibly related, but the analyst overstates the evidence. In the packet we only have identical titles, similar body lengths, and a soft-similarity signal; we do not have the issue bodies or any direct textual comparison to support claims like \"textually indistinguishable\" or \"very similar issue content.\" The canonical choice may still be #45145 due to earlier creation time, but the duplicate verdict should be stated more conservatively." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 23, + "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": "76cb5a9522b2cbfaaf1b8d1278f9dad8786e8e3635cb1d26626c6b55f8e027a2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very broad 4-bit inference level, but they describe different bugs: one is a Gemma4/audio-module `torch.finfo(uint8)` TypeError, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError. I would not merge them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45674 is the better anchor because it identifies a concrete configuration regression and likely code-path in BitsAndBytesConfig; issue 45672 is a separate, more model-specific symptom in audio modules.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the clearest representative of the cluster, with a specific failure mode and probable fix surface. Issue 45672 appears to be an unrelated 4-bit inference bug rather than the same defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying failures: `torch.finfo()` TypeError on uint8 audio-module weights vs. `llm_int8_skip_modules` clearing the default `lm_head` exclusion and causing an AssertionError. Same broad area, but 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": 17, + "component_count": 23, + "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": "1b8a56dd431c068f983af271cdf193a45766660aae552f7b99e9f705d1ccb9ff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: they only share a loose name/date pattern and contain no substantive problem description or common target.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different named individuals and birth dates; no evidence they refer to 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": 23, + "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": "ede9666854194879b3821d520e4cf1e9d220c175dd10af52863bf5342066e02a", + "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 cluster contains two unrelated closed issues with only superficial name/date similarity; there is no shared bug, feature, or code path.", + "confidence": 0.98, + "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": "These are separate issues about different people and dates, with no indication of the same underlying problem or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 23, + "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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "8cca65b5ed566b89ce722ce8ea878f62135c78a8ce6dd1efd36317773585a3bf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model head, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the requests target different features and different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; if forced to pick a cluster representative, issue #46295 is the broader platform feature request, but it should not be treated as equivalent to #45810.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different asks with no shared underlying fix: adding a token-classification model class vs enabling FP8 training support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 23, + "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": "d538d0459e3df4f7e6abab58e2298cebdce67b856c6c626f87e0e1381c8ca313", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated to both pairs.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue across the whole set: 45870/45871 are one exact duplicate pair, 45872/45873 are another exact duplicate pair, and 45869 is a different dataset-promo issue.", + "canonical_pr_reason": null, + "best_issue_reason": "If one representative must be chosen, 45870 is a clean canonical choice for its exact-duplicate pair with 45871 and slightly earlier timestamp.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Dataset bundle promotion is not the same underlying issue as a DataForge financial prediction example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Dataset bundle promotion is unrelated to the DataForge example issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical title and matching body length; this looks like the same example issue duplicated." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series/DataForge, but one is an example issue and the other adds a scraping service; not the same concrete request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad topic, but different concrete ask: example vs financial time series + scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "These are different issue requests despite surface-level financial DataForge overlap." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "These are different issue requests despite surface-level financial DataForge overlap." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title and matching body length; this is the same issue duplicated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the pairwise judgments are conservative overall. The exact-duplicate calls for 45870/45871 and 45872/45873 are supported by identical titles plus matching body lengths, and the rejection of 45869 against the others is reasonable given the distinct titles. The note that there is no single canonical issue across the whole set is also consistent with the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 23, + "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-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "85a5a947f7123f3fe1bbbeb9cf91a9dbf2581399beabbe166a57fd1914b8ff7a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve `cache_implementation=\"static\"` and linear-attention/Qwen3.5 failures, but they describe different concrete breakages: one is shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention`. I would not merge them as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better anchor because it describes a more specific root-cause path (`early_initialization` corrupting linear-attention shapes) and is more directly actionable.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the strongest standalone issue for triage since it states the failing mechanism and resulting `RuntimeError` more clearly than the KeyError report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Do not treat as the same bug: 46439 reports wrong-shape corruption in static-cache early initialization, while 46441 reports a missing `linear_attention` cache key on Qwen3.5. Same subsystem, but different failure mode and likely different fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 23, + "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-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "b909c9c405b294d1b67beebaf07f5ba82a522a1aa934f692628f203ba0ac0671", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are effectively identical reports of the same Wav2Vec2CTCTokenizer v5 special-token bug; the open issue is the better canonical issue target.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open and has the same title/body as #46551, so it is the better canonical issue to retain for active tracking.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue overall because it is the active open report for the same bug, while #46551 is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same described tokenizer bug, and no distinguishing evidence; these are duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The packet supports treating the two issues as duplicates: they have identical titles, the same body length, and a soft-similarity pair with jaccard 1.0. Choosing the open issue as the canonical tracking target is conservative and reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 23, + "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-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "fe94b5201446b82a1b5d8b7bc3d546eafb0334382f6688667f9ef859043fadfd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1566, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1566, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both concern training-time failures in object detection, but they describe different symptoms and likely different root causes: one is a tensor shape mismatch, the other is an out-of-memory condition after several epochs. I would not cluster them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Neither issue is clearly a duplicate of the other; if forced to pick a canonical issue for the cluster, 46657 is slightly more general and directly describes a concrete failure mode, but the pair does not appear to represent the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the better representative of the pair only because it states a specific reproducible error class (tensor size mismatch). However, it should not absorb 46692 since OOM after epochs is a distinct training failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes: tensor shape mismatch versus memory exhaustion later in training. They may occur in the same subsystem, but there is no evidence they are the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 35, + "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:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "1b1d0d5f7ba23a858d3e83d2c384964cd528d28391493f0c4c6ae9192271366a", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38152, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38152, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one soft edge looks like a true duplicate: the two `fixed_cross_entropy` PRs for issue 43240. All other pairs are broad topical matches (new models, docs, tests, or unrelated refactors) and are not safe to merge as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the stronger canonical representative: it directly targets issue 43240, has more review activity, and covers the same `fixed_cross_entropy` change as PR 43254.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best global representative because it is the only clearly duplicate-matching fix in the set and it has an explicit issue target plus more discussion/review than its twin.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Both are unrelated PRs touching different areas (`videoprism` model addition vs. Executorch dynamic-shape test); no shared bug or mergeable code-path overlap." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer helper methods for Mistral common vs. adding MobileLLM; same broad library area but completely different changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer methods and an Executorch export test are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs. adding a new MobileLLM model; no common concrete bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "`fixed_cross_entropy` fix and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs fix vs. Mistral4 test/model changes; different code paths and goals." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export tests and Mistral4 test/model updates are separate test/model work, not the same bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch dynamic-shape export test and MobileLLM addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM model addition vs. `cls.config` resolution order fix; no shared underlying defect." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition and Falcon output-interface refactor are unrelated model changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon output-collection refactor and the model-creation skill are not the same change or bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor and Mistral4 test fixes do not target the same concrete problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs. `layrnorm` renaming across CLIP-like models; only broad subsystem overlap." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and chat parsing/serve updates are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration are different features." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and `cls.config` resolution order are unrelated implementation areas." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test/model fixes and the model-creation skill are not the same code-path problem." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM addition and the model-creation skill are not duplicate fixes; one adds a model, the other adds tooling/docs." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` issue (43240) by threading supported kwargs into `nn.functional.cross_entropy`; they are near-identical code-path fixes and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, PR 43251 vs PR 43254, is well supported by the shared issue target 43240 and the same `fixed_cross_entropy` edit in the same file, so it plausibly could be a single bugfix PR. The remaining pairs are described as broad topical similarities without overstating them as duplicates, which is appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 35, + "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": "689c540d0c47d03efa386dc8ce7683ea605527c74d264fbd7904d903d9b0e47e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same model family, but they are not duplicates: one is the initial VibeVoice implementation, the other is a later realtime/acoustic-tokenizer extension.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the base VibeVoice implementation and the broader, more complete change set; PR 42781 adds realtime-specific pieces on top of the same family.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the foundational, non-draft implementation and covers the core code path most comprehensively.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share the VibeVoice subsystem, but 42781 is a realtime variant with additional acoustic-tokenizer and generation work, not the same concrete bug or change as the original implementation." + } + ] + }, + "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": 35, + "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": "e26e1a6e747b3d55f016ffacfea580b61b874c67738e2a4ecf8b37cc9008d59e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated feature additions: one adds covariate-based forecasting support to TimesFM, while the other adds DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different code paths, and different user-facing features. TimesFM changes forecasting with external covariates; DINOv3 changes image classification support. They are not the same underlying bug/change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 35, + "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": 35, + "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": "369fb98622b178afe6a66793a852764eec41489bc8465c6302cc733e6baa100e", + "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 GitHub Actions maintenance updates, but they are not the same change: #42975 is a broad Node 24 compatibility sweep across many workflow actions, while #42976 mainly upgrades docker/build-push-action and a smaller set of related actions. Shared workflow filenames alone are not enough to treat them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "#42976 is the broader and more generally named maintenance PR, so it is the better representative of this cluster, but it still is not a duplicate of #42975.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different concrete changes and scope: #42975 focuses on Node 24-compatible GitHub Actions version bumps, while #42976 is a separate docker/build-push-action upgrade plus a few other action updates. Same workflows do not imply the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658", + "pull_request:46705" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:42978|pull_request:46705", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:46705", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:46705", + "pull_request:45490|pull_request:46562", + "pull_request:45490|pull_request:46705", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "0c50ef53965b163cf4c1fd5b1d703e5fa061a906be75203359138e43aada3e9a", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24622, + "estimated_input_tokens": 6156, + "estimated_eval_tokens": 12568 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24622, + "estimated_input_tokens": 6156, + "estimated_eval_tokens": 12568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only the two Step 3.7 Flash PRs look like the same underlying change; the rest are separate model additions or an unrelated distributed-config change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46562 is the cleaner representative of the duplicate pair: it is the focused Step 3.7 Flash model addition, while 46658 is a WIP supporting script bundle around the same feature and can be subsumed by 46562.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the best overall PR candidate because it most directly and cleanly represents the Step 3.7 Flash feature; the other PRs are distinct features/models and do not form a duplicate cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different feature areas: vision model addition vs time-series model addition." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46705", + "accept": false, + "reason": "Unrelated changes: ViT model addition vs distributed configuration infrastructure." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related name-wise but are distinct model families and separate PRs." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families and code paths: Molmo vs CTSM." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46705", + "accept": false, + "reason": "Model addition vs distributed-config infrastructure; no shared bug/change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families: Molmo2 vs CTSM." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46705", + "accept": false, + "reason": "Model addition vs distributed-config infrastructure; not the same underlying change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "Different model additions: CTSM vs Step 3.7 Flash." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46705", + "accept": false, + "reason": "Time-series model addition vs distributed config support; unrelated." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": true, + "reason": "Both PRs target the same Step 3.7 Flash model support and overlap on the core implementation/auto-mapping changes, 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": 7, + "component_count": 35, + "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-43291-9", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579", + "pull_request:46719" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43498|pull_request:46719", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579", + "pull_request:46579|pull_request:46719", + "pull_request:43665|pull_request:46719" + ], + "prepared_review_unit_hash": "bb7a586eead7ccb8565a33d5058e86250fb9535a67e132ebc3df8284ba727ce5", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 17, + "serialized_chars": 26395, + "estimated_input_tokens": 6599, + "estimated_eval_tokens": 13454 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 17, + "serialized_chars": 26395, + "estimated_input_tokens": 6599, + "estimated_eval_tokens": 13454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated fixes that only share broad themes like tests, generation, or model code. No soft edge looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR clearly subsumes the others; the set spans unrelated areas (Whisper tokenization, FP8 dequantization, CI infrastructure, docs, typo cleanup, generation validation, and sparse attention).", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest standalone fix: it targets a concrete FP8 dequant/padding code path and includes model-specific follow-up tests, making it the most substantive and clearly scoped change here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decode fix vs unrelated CLIP/ViT test edits; no shared concrete bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper batching/timestamp decode vs FP8 dequant/loading logic; different subsystems and bugs." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Tokenization decode fix vs generation/watermarking and Whisper model validation; not the same change." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compat tie_weights shim vs broad typo cleanup; unrelated objectives." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46719", + "accept": false, + "reason": "tie_weights compatibility alias vs sparse-attention/minimax fix; no common code-path problem." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Both touch tests, but one is unrelated CLIP/ViT test edits and the other is an FP8 runtime fix; not the same bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated test assertions in CLIP/ViT vs generation/Whisper runtime changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test assertion edits vs CI memory-limit integration fix; different issues." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test edits vs typo sweep across many code/docs files; no shared underlying regression." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46719", + "accept": false, + "reason": "Test-only model edits vs sparse-attention reshape fix; not the same change." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization fix vs CI runner memory cap; unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Concrete FP8 tensor-scale padding/dequant bug vs generation watermarking/Whisper validation; different code paths." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "Runtime FP8 fix vs typo cleanup; not mergeable as one bug fix." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest/documentation cleanup vs code typo sweep; different scope and bug class." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation/Whisper validation fix vs CI infrastructure tweak; no common underlying issue." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Watermarking/Whisper behavior fix vs typo-only cleanup; unrelated." + }, + { + "left": "pull_request:46579", + "right": "pull_request:46719", + "accept": false, + "reason": "Large typo sweep vs sparse-attention/minimax bug fix; different problems entirely." + } + ] + }, + "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": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "cd163bde5bf9dcceb1e5b18c9f1efa230d6b5da33451e523462e7b5836cc0aab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated draft/test PRs: one changes packaging/versioning and a vit test, the other rewires CI/comment workflows and related testing utilities. 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They share only a test filename and 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": "pull_request", + "component_index": 9, + "component_count": 35, + "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": "d0a558cd80f9a8657b76cca7b7a8068e3e1ca1d03bc978fc62567af7b81ac08a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad subsystem level: both add new segmentation pipelines and associated docs/tests, but they target different tasks, different pipeline modules, and different model integrations. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation; they are separate feature additions with different code paths and docs.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a better duplicate representative of the other, because they implement distinct pipeline features rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipeline features and task pages; shared docs/registration files are expected for adjacent additions, not evidence of the same underlying fix or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 35, + "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": "b2dbb25bc1dc3df50bf06f457e0227084a56f06eb9240fbe2983da413f127658", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in `trainer.py` both add custom-trainer extension points, but they address different code paths: gradient-accumulation loss scaling vs. dataloader column filtering. They are related thematically, not duplicate changes.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the better representative of this cluster because it makes a clear, self-contained trainer behavior change with an explicit new hook for loss scaling. PR #43663 is a separate extension-point refactor in a different part of the trainer.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the strongest standalone PR here: it targets a concrete training-step bug/behavior and has the clearest, most specific implementation scope. PR #43663 is adjacent but distinct, so it is not a better cluster representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch `trainer.py` and both help custom trainers, but they change different mechanisms: loss scaling during training vs. signature-column filtering for dataset preprocessing. They do not look like the same underlying 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": 11, + "component_count": 35, + "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": "d13477053ddfaa322ae0699f1fa1a4631df4b81530766909d3766653b953b9e8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py` and address NameError-style typing issues, but they fix different failure modes: one is a broader annotation/future-import cleanup, the other is specifically about `TypeAdapter` when pydantic is absent.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more specific, concrete bug fix: it directly targets `TypeAdapter` name resolution under the no-pydantic path and has a clear runtime failure mode.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative because its title and diff align tightly with a single actionable bug, whereas #43656 is a broader typing/annotation change with a less focused failure description.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Shared file and similar typing-related NameError theme, but the code changes address different problems: #43656 is a broader future-annotations/forward-reference cleanup, while #43842 specifically fixes `TypeAdapter` import/name resolution when pydantic is missing. They are not the same concrete change and would not 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": 12, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + 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"pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "74b2bcf00b07fbe7cf15b3bbf1a30817e93b50a1781169f7e2cacea36424871f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75093, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of similar but model-specific output-tracing refactors, not one duplicate change. The only clear duplicate-style overlaps are within the same model family, especially GPT-J/CodeGen and GPT-Neo.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative of the overlapping GPT-J/CodeGen refactor set because it covers the same concrete output-tracing change across the copied blocks and is the broadest version among the close variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best anchor for the duplicate-prone subset: it targets the same concrete code-path change as the GPT-J variants and is the most consolidated version of that refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same tracking theme, but different models and code paths (CVT/FNet vs GPT-J)." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families; only the general output-tracing theme matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both refactor the same GPT-J output-tracing code path, and the narrower PR fits inside the broader GPT-J/CodeGen change set." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet and EfficientNet are separate model implementations with distinct refactors." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models; shared standardized-tracing theme is too broad to be a duplicate." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated concrete changes." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and separate code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families; same refactor pattern is not enough." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing in the same file and appear to be overlapping versions of the same fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; same general pattern but not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different models and separate concrete code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models; only the output-tracing refactor style overlaps." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; not the same underlying bug or change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are separate model refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models and code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "Different models; the shared decorator theme is too broad." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; similar refactor pattern, but not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and different implementation details." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are separate model refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; same meta-pattern only." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 refactor is unrelated to GPT-J/CodeGen despite similar tooling." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are distinct model changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated concrete refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are separate model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs SegFormer are different models and code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated concrete implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families; same refactor style is not enough." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are separate model changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are distinct implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different models and code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is a broader version of the same concrete change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both cover the same GPT-J output-tracing change, and 44722 subsumes the GPT-J-specific variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different models; same issue target does not make them duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated concrete refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and Vits are unrelated concrete changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly characterizes the cluster as mostly model-specific standardized output-tracing refactors, and it limits duplicate-style overlap to closely related same-family PRs. The accepted soft-edge pairs are plausible mergeable single-bugfix candidates, especially within GPT-J/CodeGen and GPT-Neo. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 35, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "3d19c769aa22e566617c87cc1c06841fc69d4dc48903b4c9ffa197564f345fd9", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all part of the same broad cleanup theme\u2014migrating different model implementations to standardized output-capture / tuple-return helpers\u2014but they touch distinct model codepaths, so they are not duplicates of one another.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: its title and diff directly describe the standardized output-tracing refactor and it uses both `capture_outputs` and `can_return_tuple`, making it a good anchor for this migration pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best single representative because it is explicit about the refactor goal and shows the core decorator-based output-tracing change in a complete, recognizable form.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized-output refactors, but they target different models and files (FocalNet vs ImageGPT) with separate forward paths; they are not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are different model implementations; the PRs share a refactor pattern but not a concrete code-path bug/change that could be merged into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert implement the same general migration idea in different encoder stacks, but the codepaths and model-specific output plumbing differ." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model refactors for MPNet and TextNet; similar decorator usage does not make them duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model codepaths; both are output-tracing cleanups, but they do not fix the same concrete problem." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are distinct architectures with different output handling; the shared theme is too broad 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": 14, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "def71d69e93fb79dde8e0bd7337fd5e8297f67357131271972ac4229b3bfedc5", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a cluster of similar output-tracing refactor PRs across different model implementations, but they do not appear to be duplicates of one another.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR: each PR targets a different model-specific forward/output path, so none is merge-equivalent to the others.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the strongest representative of the pattern because it spans two related model files and adds the most complete output-capture plumbing, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but timm_backbone and upernet are different model code paths and not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but timm_backbone and vision_text_dual_encoder are unrelated implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families and forward logic; 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only the refactor style is shared." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are distinct implementations with no shared concrete bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and output paths; not the same underlying change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "falcon_mamba/mamba and SuperPoint are unrelated models; the similarity is only in refactoring pattern." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Falcon/Mamba code and CodeGen code are separate paths; these are not the same PR-worthy fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and CodeGen are different model implementations, so this is not a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen have unrelated forward/output behavior." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are separate models with different code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are not the same underlying change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and Vision Encoder-Decoder are unrelated model implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and Speech Encoder-Decoder are different code paths and not a duplicate fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are distinct models; similar refactoring is not enough." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and different forward/output semantics." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are separate implementations, so not the same underlying bug or change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision Encoder-Decoder and RWKV are unrelated model code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "These target different encoder-decoder implementations and are not merge-equivalent." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Vision Encoder-Decoder and SuperPoint are distinct models with different outputs." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different architectures; no evidence they fix the same concrete issue." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech Encoder-Decoder and SuperPoint are unrelated code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "These are different model families, not the same underlying change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech Encoder-Decoder and DPR have different forward signatures and behavior." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated models; only the refactor style matches." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR touch different code paths and should not be merged as duplicates." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different model implementations with no shared concrete 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": 15, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "57c99ac5b237d9c447cc8067329a9e64078153c925d833f339c46a8621021cf1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are pull requests adding entirely different model integrations: PenguinVL and Voxtral TTS. They share some boilerplate Auto/registry/docs files, but the concrete code paths, model classes, and purpose are unrelated, so they should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the better canonical representative only because it has an explicit issue target and a more self-contained model addition; however, it is still a distinct feature from PR 44662.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the strongest single representative of the cluster metadata-wise, but this cluster is not a true duplicate set; PR 44662 is a separate PenguinVL implementation and should remain distinct.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and code paths: PenguinVL vs Voxtral TTS. Shared registry/docs files are just standard integration boilerplate, not evidence of the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 35, + "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": "9bf5c791ab8e15ce1b610a9338d00afc74e5ccb9d226057e45c217d9391f7fab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to module/kernel fusion, but they are not the same change: #44979 adds a generic Module Fusion API, while #45363 wires n-to-1 kernel fusion through KernelConfig and model loading integrations. They overlap conceptually, but they touch different code paths and are not mergeable as one duplicate PR.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the more foundational change: it introduces the core Module Fusion API and test coverage, whereas #45363 is a separate integration layer built on top of that idea.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best representative for the cluster because it defines the underlying fusion abstraction rather than a specific downstream use of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Do not treat as duplicates: #44979 creates a generic module-fusion API, while #45363 implements a separate KernelConfig-based kernel fusion path in modeling/integration code. They share a theme but not the same concrete fix or 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": 17, + "component_count": 35, + "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": "82ff000b78b9194d7d8582af6fde04eb5905d4f1b67d9f86097773a8e73f7b13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs patch the same Mistral regex pre-tokenizer AttributeError in the same file; 45317 is the stronger representative because it adds test coverage and is the more complete fix.", + "confidence": 0.98, + "canonical_issue_reason": "No issue artifact is present in the cluster; the shared target is issue #45081 referenced by both PRs.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it implements the same code-path fix as #45086 and also includes test coverage and a clearer, more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best representative of the fix: same underlying bug, same source-file change, plus tests that validate the AttributeError regression.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying Mistral regex AttributeError fix in the same function/file; #45317 is essentially the fuller version of the #45086 patch, with added 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": 18, + "component_count": 35, + "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-45115-4", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46332", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565", + "pull_request:46332|pull_request:46565" + ], + "prepared_review_unit_hash": "cbcd3cc85ca5f986f70be9ff118c3679c24118575e393a195b8ec48240d21292", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13739, + "estimated_input_tokens": 3435, + "estimated_eval_tokens": 7126 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13739, + "estimated_input_tokens": 3435, + "estimated_eval_tokens": 7126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No true duplicates here: the cluster splits into two NemotronH architecture refactors (45115/45569) and two separate Nemotron ASR streaming additions (46332/46565). The overlaps are mostly shared docs/auto-wiring, not the same concrete code change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the most substantial and self-contained NemotronH architecture refactor, so it is the best single representative if one must be chosen; however, it is not a duplicate of the ASR PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but 45115 is a GraniteMoeHybrid-style conversion/inheritance refactor while 45569 introduces separate dense/sparse NemotronH model packages; not the same underlying change." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "They only overlap on generic docs/auto plumbing. 45569 is a NemotronH architecture split, while 46565 adds Nemotron 3.5 ASR streaming; different model family and code path." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "Both are ASR-related, but one targets Nemotron ASR and the other Nemotron 3.5 ASR. Different models and implementation details, 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": 19, + "component_count": 35, + "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": "051fdc127a7ea1ae23f022f362aa80363668e21ec00fffe178eb8953b1ec92d8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related umbrella PRs for heterogeneous-model support, but they are not duplicates: one adds per-layer config support, while the other adds broader modeling/cache integration built on top of that config work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader umbrella change: it covers heterogeneous modeling/cache behavior and references the shared heterogeneity infrastructure, making it the better canonical representative of the feature set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the most representative cluster member because it spans the larger end-to-end heterogeneous model support rather than only per-layer configuration plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same concrete bug/change. 45333 adds heterogeneous config plumbing; 45332 adds model/cache support that depends on that plumbing. They could land separately and are not plausibly one merged fix for a single code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 35, + "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": "726800d6fce9f2c98da54d3e3ebe86d8023b686c779e87ce020f391a4dd5c6d7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are typing-related, but they address different changes: one is a broad type-checking sweep across many files, while the other adds shared typing protocols/aliases used by a smaller set of modules. They can coexist and are not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: PR 45415 is a repo-wide typing cleanup, while PR 45425 adds specific typing abstractions and protocol definitions for model/PEFT-related code.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the more self-contained representative of the cluster because it introduces reusable typing definitions; PR 45415 is a much broader cleanup pass with config and many unrelated file edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different scope and purpose: 45415 is a broad type-checking sweep, while 45425 adds typing protocols/aliases for specific APIs. They are related by theme, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "cdbeb43150b06931837eb93e56e384134f9fbaa3e08ad888cd862ae931ce07cb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4948, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4948, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests: one fixes multi-token cached forward for Qwen3.5/GDN linear attention across several Qwen/Olmo files, and the other fixes Mamba2 use_cache behavior when seq_len > 1. They share only a broad cached-forward theme, not the same bug or code path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the cleaner canonical PR for this cluster because it has an explicit issue link, a narrowly described bug, and a focused Mamba2 code-path fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the best representative overall: it is tightly scoped, clearly tied to a specific reported issue, and is easier to triage than the broader multi-model Qwen3.5 PR.", + "soft_edge_verdicts": [ + { + "left": "[Qwen3.5] Fix GDN linear attention multi-token cached forward", + "right": "Fix use_cache with seq_len > 1 ( #46032)", + "accept": false, + "reason": "Different model families and different failures: Qwen3.5 GDN linear attention vs Mamba2 cache handling. Shared cached-forward wording is too broad to treat as the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 35, + "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": "bd1a8eb2a6185e7adb64885548254bfefcd1c202af0c882de1aa9ba33a159dc8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert parallelism loading, but they fix different concrete failure modes: one targets DeepSpeed ZeRO-3/accelerate launch config handling, the other fixes FSDP2/rank-0 broadcast overwriting expert weights. They share a subsystem and one file, but not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the stronger canonical PR for this cluster because it addresses the more explicit, concrete EP loading corruption path and spans the relevant loading codepaths where the overwrite occurs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best representative because its title and diff directly describe the expert-overwrite bug and the fix touches the actual load/dispatch path, whereas 45548 is a narrower config/serialization fix for a different launch scenario.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They both involve EP loading, but 45548 fixes DeepSpeed ZeRO-3 config serialization/`has_ep` detection, while 45662 fixes FSDP2/post-shard wrapping to prevent expert parameters from being overwritten. Different bug, different code path, so not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 35, + "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": "14b45bc16c6197b9da8977a7216727bed75cdd705965b69b2b9c5ddad78e04f0", + "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": "These are closely related PRs around the same xdist-safe captured_info logging fix; PR 45645 is the broader superset and better canonical representative.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the most complete representative: it includes the xdist-safe `testing_utils.py` fix from 45639 and adds the CI/workflow changes needed to preserve and aggregate multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best cluster representative because it covers the core bug fix plus the surrounding CI handling, while 45639 is a narrower subset of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying xdist collision in `captured_info` handling and share the key `testing_utils.py` change; 45645 appears to be a superset that could plausibly absorb 45639." + } + ] + }, + "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": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "749dec0c51f75998018908f81723ad9fb5cd0d93bca175f44c79dc4324978ce9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs from different lint-rule tracks: one refactors model forward signatures for TRF003, the other rewrites initialization patterns for TRF018. They overlap in some model files but target distinct code paths and are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45720 is the better canonical representative for this cluster because it is a focused forward-path API refactor; the other PR addresses a separate initialization-rule sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is the strongest standalone PR in the cluster: it has a clear, coherent change set centered on forward-method behavior, whereas PR 46259 is a different lint-rule implementation over unrelated init code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Reject: these are different rule implementations touching different code paths. 45720 changes model forward signatures/tuple-return behavior, while 46259 changes weight initialization logic. Shared model filenames are incidental and they would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "41e7ef514d7470f63daca36c5de246814d244dbe669e207a1c70c53eb94dec21", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5200, + "estimated_input_tokens": 1300, + "estimated_eval_tokens": 2856 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5200, + "estimated_input_tokens": 1300, + "estimated_eval_tokens": 2856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are open PRs, but they target different kinds of changes and do not look like the same underlying fix or migration. The similarity appears superficial (repo-wide test/workflow churn), so they should not be clustered as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the more central representative of the pair: it changes core model code plus CI workflow plumbing, whereas 46100 is primarily a test migration with workflow/test harness edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the stronger standalone PR to represent the cluster because it has the broader substantive impact and code-path changes. PR 46100 is mostly test infrastructure and model test migration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the PRs are not the same change. 45932 touches model implementations and auto mappings plus CI secrets, while 46100 is a test migration with anti-slop/workflow and model test updates. They do not appear mergeable into one concrete bug fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "d02fea58ef0f716fdeba5aecd763d3ea25b798837476976e50dd0e3f2649a635", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs with some overlapping distributed filenames, but they are not the same change: #46126 is a focused EP/Trainer integration feature, while #46269 is a broad distributed branch base touching many unrelated areas. The soft similarity is not enough to merge them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more specific, self-contained change centered on EP/router parallel and Trainer integration; it is a better representative of the concrete code-path change in this cluster than the broad branch-base PR.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best PR candidate because it targets one coherent feature/fix. #46269 is too broad and looks like an integration/base branch with many unrelated edits, so it is not a good duplicate representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "They overlap in distributed-related files, but the diffs point to different underlying work: #46126 adds EP router parallel and trainer hooks, while #46269 is a broad distributed branch base with FSDP CI and many unrelated modifications. Not the same concrete bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "63f54468364b04ab4b8b9e46a72cc50ca9d46cc156b98fa2ec0ee8a3217a24e0", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25918, + "estimated_input_tokens": 6480, + "estimated_eval_tokens": 13216 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25918, + "estimated_input_tokens": 6480, + "estimated_eval_tokens": 13216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated workflow-maintenance PRs. The only dense similarity cluster is several .github/workflows/pr-ci-security-gate.yml updates, but they make different changes to the same file rather than fixing the same concrete bug/change. No soft edge should be merged.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the most substantive single workflow-security change in the set, but it is still not a duplicate of the later pr-ci-security-gate follow-ups.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes; not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different fixes; superficial security-related similarity only." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and different fixes; no shared code path." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different fixes; not a duplicate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different changes; only both are CI helper tweaks." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and different behavior; unrelated CI jobs." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and different fixes; shared CI-maintenance theme is too broad." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and different fixes; no same bug/change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different code paths; not a duplicate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different code paths; only broad security/CI similarity." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and different changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and different changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes; not the same underlying bug/change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and different changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes; same broad CI area is not enough." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes; not the same code-path problem." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different changes; only superficial CI similarity." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different changes; not the same fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different security-gate changes: one adds checkout/diff checks, the other changes permissions/approval logic." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but one implements gate checks while the other only documents a reusable workflow safety review." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different changes: gate logic versus removing inherited secrets." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but different changes to the security gate; not one concrete fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different changes to the reusable security-gate setup." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but one adds documentation and the other changes secrets handling; not the same change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and different fixes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "9ca6b7ece510a90fd432fad6ddfd41c8dde49eeb1b71e31d50e55713c0b4932b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch source-reading with open(), but they fix different concrete code paths in different modules: one in import_utils for locating package files, the other in modeling_utils for detecting attention-implementation support. They are related by theme, not duplicate enough to merge.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the more concrete, self-contained fix: it targets a specific heuristic in _can_set_attn_implementation and includes tests, making it the clearer representative of the cluster's source-reading bug theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the best overall candidate because it addresses a narrowly defined failure mode with a direct code-path fix and test coverage, whereas 46152 is a different helper/refactor in another subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Reject: these are different fixes in different modules and code paths. 46152 changes import_utils/package-file resolution; 46207 changes modeling_utils attention-implementation detection. Similar theme, not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 35, + "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-46154-2", + "nodes": [ + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "2fdf57482ef52137e5fe120245d1bc52dbe017dd29b9c7ac21429956f5623c21", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by theme only: both add SDPA dispatch support, but they target different model families and different code paths, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the broader and more representative SDPA dispatch change, covering multiple audio model implementations and docs rather than a single model.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the best representative PR in this cluster because it is the larger, more general SDPA dispatch implementation across several related models.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Different model families and implementation paths (T5 vs wav2vec2/audio stack); they share only the generic goal of SDPA support, not the same concrete 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": 31, + "component_count": 35, + "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-46173-2", + "nodes": [ + "pull_request:46173", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "8ac88de891156efc041ae6eac2ff2b6f957f37c7ee42f44803b224f91f9b44ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests make the same code change in `src/transformers/cache_utils.py` to widen `StaticLayer.get_seq_length` from `int` to `int | torch.Tensor`; they are near-duplicate implementations of the same fix for issue #45987.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the better canonical representative because it is the earlier, more explicitly titled version of the same fix and already points to the tracking issue #45987.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the strongest standalone representative of the change: it contains the same minimal patch, the same target issue, and a clearer description of the intended fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying bug fix, same file, same diff hunk, and same explicit issue target (#45987); these are functionally duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file, make the same type-annotation change for `StaticLayer.get_seq_length`, and both explicitly target issue #45987. The canonical-pr rationale is also conservative and supported by the titles/metadata. No overstatement beyond the visible diff evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "a220d3c1e3de4823a3dad4cd81f18ea69e7d27648db53779769ebc2b32c87ccd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same Moonshine streaming sliding-window boundary bug (`-dist <= right_window_size` vs `<`); PR #46546 is the broader, more complete change because it includes the Moonshine fix plus the same boundary correction in Gemma4 and tests.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46546 is the better canonical PR because it contains the Moonshine streaming boundary fix, adds the same fix in Gemma4, and includes test coverage, making it the more complete implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #46546 is the best representative of the cluster because it is the more comprehensive patch for the shared right-window boundary bug and includes validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same concrete Moonshine streaming boundary fix in the shared files; #46546 is effectively a superset of #46310 for that bug and could plausibly subsume it in 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": 33, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "50c9364bbc8aa1d55d22e4f7f7ee23bf608d96b3c1489d63307673665ac38449", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model, docs, and tests. They target different code paths and product areas, with no meaningful overlap beyond both being PRs in the transformers repo.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for this cluster: PR #46417 is a self-contained model addition, while PR #46376 is an unrelated draft infrastructure change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46417 is the better representative of the cluster only in the sense that it is a complete, standalone model PR; PR #46376 is draft-only and addresses a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Reject: these PRs address different problems and code paths. #46376 adds multimodal continuous-batching support; #46417 adds the HunYuan VL model, processors, docs, and tests. They are not plausibly mergeable into one PR as a single fix/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": 34, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "540cd82e899445fb0389cf66a69cfa76132f3f6d3268a6b6e7a11b9cdf877d78", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated open PRs: one fixes CodeLlama decode stripping of real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM being routed to the wrong tokenizer class during auto-loading. They touch different code paths and should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR applies because the PRs address distinct bugs in different tokenizer-loading/decoding paths and target different model families.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a better duplicate representative of the other; each is the best match for its own separate issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems: CodeLlama decoder behavior on decode vs DeepSeek model_type/tokenizer-class selection in auto tokenization. They do not fix the same concrete code-path problem and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "cb58ca77752296f6db9ed709c575a10c1724a636ba1cd20148b90a73fe05ad91", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but distinct Mistral PRs: one is a code move/refactor for MistralConverter, the other adds tekken tokenizer detection, conversion, and save utilities. They share files and subsystem, but not the same underlying change set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46604 is the broader, more user-facing tokenizer feature work and better represents the cluster\u2019s Mistral integration direction, though it is not a duplicate of 46603.", + "best_issue_reason": null, + "best_pr_reason": "PR 46604 is the strongest representative artifact because it introduces the concrete tokenizer behavior change; PR 46603 is a narrower refactor/move of existing Mistral conversion code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Shared Mistral tokenizer files do not make these the same change: 46603 moves MistralConverter into the integrations package, while 46604 adds tekken detection/conversion/save utilities. They solve different code-path problems and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260618T120025Z/analysis-runs/hybrid-model-20260618t120025z/manifest.json b/snapshots/20260618T120025Z/analysis-runs/hybrid-model-20260618t120025z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4942af700f0e6d96018921cb544b886cdb25c846 --- /dev/null +++ b/snapshots/20260618T120025Z/analysis-runs/hybrid-model-20260618t120025z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260618t120025z", + "artifacts": { + "hybrid": "snapshots/20260618T120025Z/analysis-runs/hybrid-model-20260618t120025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260618T120025Z/analysis-runs/hybrid-model-20260618t120025z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-18T12:11:44Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260618T120025Z", + "variant": "hybrid" +} diff --git a/snapshots/20260618T120025Z/manifest.json b/snapshots/20260618T120025Z/manifest.json index 89b11f9605a70ef787053c62a44bf1ebbe6a9d3e..e719c60f5ca26ad76580c0cae782338592d45537 100644 --- a/snapshots/20260618T120025Z/manifest.json +++ b/snapshots/20260618T120025Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 992 }, "extracted_at": "2026-06-18T12:00:25Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260618t120025z", + "runs": { + "hybrid-model-20260618t120025z": { + "analysis_id": "hybrid-model-20260618t120025z", + "artifacts": { + "hybrid": "snapshots/20260618T120025Z/analysis-runs/hybrid-model-20260618t120025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260618T120025Z/analysis-runs/hybrid-model-20260618t120025z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260618T120025Z/analysis-runs/hybrid-model-20260618t120025z/manifest.json", + "model": null, + "published_at": "2026-06-18T12:11:44Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260618T120025Z", "watermark": {