diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index cdc087bf70821c54316ad85cf4efa8f904215be1..7fa2e8b8c415e61ae9de13995863e6b2f0591e8f 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": "20260618T180024Z", - "generated_at": "2026-06-18T18:07:38Z", + "snapshot_id": "20260619T000023Z", + "generated_at": "2026-06-19T00:10:55Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1559,7 +1559,7 @@ "cluster_id": "cluster-46305-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", "status": "open", - "confidence": 0.8, + "confidence": 0.55, "canonical_issue_number": 46305, "canonical_pr_number": 46546, "issue_numbers": [ @@ -1570,9 +1570,7 @@ 46546 ], "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" + "closing_reference" ], "pr_comparisons": [ { @@ -1739,6 +1737,76 @@ } ] }, + { + "cluster_id": "cluster-46504-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46716, + "issue_numbers": [], + "pr_numbers": [ + 46504, + 46563, + 46716 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46504, + "right_pr_number": 46563, + "code_similarity": 0.185, + "size_similarity": 0.923, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46504, + "right_pr_number": 46716, + "code_similarity": 0.2, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46563, + "right_pr_number": 46716, + "code_similarity": 0.69, + "size_similarity": 0.923, + "file_overlap": 1.0, + "area_overlap": 0.571, + "patch_similarity": 0.033, + "shared_filenames": [ + ".github/workflows/pr-ci-security-gate.yml" + ], + "shared_file_areas": [ + { + "filename": ".github/workflows/pr-ci-security-gate.yml", + "left_ranges": [ + [ + 13, + 19 + ] + ], + "right_ranges": [ + [ + 14, + 17 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-46562-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2193,7 +2261,17 @@ 46310 ], "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." + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46504-3", + "canonical_pr_number": 46716, + "duplicate_pr_numbers": [ + 46504, + 46563 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46504-3 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-46562-2", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index e2c5b7cdaa53013aa51f1fcf568d0fe976039e3f..f6c0c50547ca1eda62f2c19707efa7c9399e69be 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": "20260618T180024Z", - "generated_at": "2026-06-18T18:07:38Z", + "snapshot_id": "20260619T000023Z", + "generated_at": "2026-06-19T00:10:55Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,10 +13,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:24643", "issue:30277", @@ -130,364 +130,382 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "65e0f03627e6fc7e9df716d167411e65bb41b5c8c0232a7bf3605803b4991143", + "prepared_review_unit_hash": "fee65d43fa29b54c14dd702fc7c808f3270a05817c4dbbc13bd1913de7da4c70", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 62, - "serialized_chars": 45715, - "estimated_input_tokens": 11429, - "estimated_eval_tokens": 23114 + "serialized_chars": 45736, + "estimated_input_tokens": 11434, + "estimated_eval_tokens": 23124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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.", + "summary": "This cluster is mostly a grab-bag of unrelated transformer bugs, docs issues, and version incompatibilities. Only a couple of pairs look like true duplicates; the rest are too broad or point to different code paths.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45800 is the clearest representative of a true duplicate pair: it states a concrete torch 2.4.1 / transformers 5.8.0 incompatibility, and 46515 is the same underlying version break in a shorter form.", "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_issue_reason": "45800 is the most actionable and self-contained issue in the cluster: it names the exact failing version combination and is easy to triage against a fix or compatibility guard.", "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." + "reason": "Different failures: Qwen3_5 config attribute access vs chat/completions streaming inference." }, { "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." + "reason": "Different models and backend errors; not the same bug." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Unrelated bugs: Mistral image dtype mismatch vs GPT-OSS on AMD GPUs." + "reason": "Mistral-3 dtype mismatch and GPT-OSS AMD GPU failure are unrelated." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different dtype/backend problems in different models; not the same code-path bug." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to GPT-OSS AMD GPU support." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "GPT-OSS AMD GPU failure is not the same as the Nemotron example breakage." + "reason": "Different models and symptoms; not a duplicate." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different MoE/backend issues; no shared concrete failure path." + "reason": "GPT-OSS AMD GPU failure and GraniteMoEHybrid invalid method are different problems." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." + "reason": "Deepspeed collective mismatch vs ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different export/runtime paths and different model families." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different code paths." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT ONNX export error is unrelated to Qwen3 auto device mapping cuda assert." + "reason": "ONNX export problem and auto device-map cuda assert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "A runtime task crash is not the same as outdated RAG documentation." + "reason": "Table QA crash and outdated RAG docs are different issues." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are stale docs, but they refer to different removed v5 topics and look like separate cleanup items." + "reason": "Both are v5 docs cleanup items, but they target different removed features and are not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export failure is unrelated to the GenerationMixin import regression." + "reason": "Export-to-ONNX issue is unrelated to the GenerationMixin import break." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking bug is unrelated to resuming training with trust_remote_code." + "reason": "Qwen3.5 embedding unpacking in TRL and training resume with trust_remote_code are different failures." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both involve tensors/devices, but the reported failures and affected paths are different." + "reason": "Mask/tensor shape mismatch and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different error shapes and different trigger conditions; not the same bug." + "reason": "Deepspeed ZeRO-3 Bert index error is unrelated to the mask/indexing shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert init bug is unrelated to resume-training remote-code handling." + "reason": "ZeRO-3 Bert index error and resume-training trust_remote_code are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both are index/shape errors, but one is specific to ZeRO-3 Bert init and the other to a different mask/indexing failure." + "reason": "Different failures: ZeRO-3 Bert index error vs mask shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Generic mask-shape mismatch is unrelated to Qwen3.5 video chat templating." + "reason": "Mask/index shape mismatch is unrelated to Qwen3.5 video token/template mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different runtime failures in different model classes; no shared code-path." + "reason": "Different models and different runtime failures." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Remote-code resume issue is unrelated to the Nemotron example breakage." + "reason": "Training-resume issue and Nemotron example break are unrelated." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video input StopIteration is unrelated to training resume with remote code." + "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to model-train resume behavior." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Same broad area of loading/training, but not the same underlying failure." + "reason": "Different failures and different code paths." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor preset parsing is unrelated to ONNX export." + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the specific failures differ: collective mismatch vs ZeRO-3 index error." + "reason": "Both involve deepspeed, but one is a collective mismatch and the other is a zero-sized Bert tensor index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 + Bert index-out-of-bounds failure; 43638 is just a narrower Bert/non-pretrained variant of the same bug." + "reason": "Same underlying deepspeed ZeRO-3/Bert index-0-out-of-bounds failure, just reported with slightly different Bert variants." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross-entropy call path is unrelated to GPT-OSS tensor parallelism." + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression and LoRA save/reload output mismatch are different bugs." + "reason": "DeepSeek detokenization bug and LoRA merge/save mismatch are different issues." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 runtime error is unrelated to LoRA merge/save/reload behavior." + "reason": "Qwen-3-8B NVFP4 runtime and LoRA merge/save inconsistency are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for a specific model is not the same as remote-code model_class config_class lookup failure." + "reason": "Processor failure for Voxtral and remote-code config_class error are unrelated." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but one is a weight-shape error and the other is a distributed collective mismatch." + "reason": "Weight-2D training error and Jamba ZeRO-3 collective mismatch are different bugs." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP tensor recomputation mismatch is not the same as the mask/indexing error." + "reason": "Activation-checkpointing FSDP mismatch and mask shape mismatch are unrelated." }, { "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." + "accept": false, + "reason": "Same component name, but the symptoms differ: CPU offload incompatibility vs uninitialized memory after materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Deepspeed Bert index error and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and custom compute_loss signature break are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert index error is unrelated to GPT-OSS MoE TP failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime and GPT-OSS AMD GPU failure are unrelated." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are different problems." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute regression is unrelated to the Mistral regex patch crash." + "reason": "Gemma3 sliding_window_pattern missing and mistral regex patch crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device mismatch in Gemma4 PLE is unrelated to expensive reverse embedding lookup on inputs_embeds." + "reason": "Gemma4 device mismatch and reverse embedding lookup are different bugs." }, { "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." + "reason": "Same underlying version incompatibility around torch 2.4.1; 46515 is just a shorter restatement of the same break." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Generic Torch 2.10 incompatibility is unrelated to Qwen-3-8B-NVFP4 runtime failure." + "reason": "Generic torch incompatibility and Qwen-3-8B NVFP4 runtime are not the same issue." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation checkpointing mismatch is unrelated to Qwen3 auto device mapping cuda assert." + "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated." }, { "left": "issue:43828", - "right": "issue:45685", + "right": "issue:45161", "accept": false, - "reason": "Different MoE runtime issues on different backends; not the same underlying bug." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to GPT-OSS TP failure." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Mistral image dtype mismatch and Nemotron example breakage are separate failures." + "reason": "Mistral-3 dtype mismatch and Nemotron example break are different bugs." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different models, different backends, different error modes." + "reason": "Mistral-3 dtype mismatch and MPS histogram int error are unrelated." }, { "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." + "reason": "NVFP4 runtime and TRL SFT embedding unpack failure are unrelated." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger kernel cross-entropy invocation is unrelated to TRL SFT embedding unpacking." + "reason": "Liger Kernel cross-entropy issue and Qwen3.5 embedding unpacking issue are different." }, { "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." + "reason": "Gemma3 ZeRO-3 index error and Bert ZeRO-3 index error are similar class, but not the same underlying bug." }, { "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." + "reason": "Both are docs regressions, but one is about pipeline-task removals and the other about run-command removal." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Same broad MoE theme is not enough; these are different backend-specific failures." + "reason": "Phi autocast dtype mismatch and MPS histogram int error are unrelated." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Different model/trainer issue vs backend histogram error." + "reason": "Qwen3.5 SFT embedding unpacking and MPS histogram int error are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different code paths: Liger kernel integration vs autocast dtype mismatch." + "reason": "Liger Kernel cross-entropy call and Phi autocast dtype mismatch are different issues." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed distributed mismatch is unrelated to CustomTrainer compute_loss signature breakage." + "reason": "Deepspeed collective mismatch and custom compute_loss signature change are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP checkpointing shape mismatch is unrelated to GenerationMixin import failure." + "reason": "Activation-checkpointing/FSDP issue and GenerationMixin import error are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPU runtime failure is unrelated to outdated RAG documentation." + "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross_entropy issue is unrelated to the mask/index shape mismatch." + "reason": "Liger Kernel cross-entropy usage and mask shape mismatch are different bugs." } ] }, "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)." + "feedback": "Grounded overall and conservative on the soft edges. The two accepted duplicate calls (43596/43638 and 45800/46515) are supported by the titles, and the summary does not overstate the evidence. The rest of the pairs are appropriately rejected as likely different bugs or code paths." }, "evaluator_used": true, "retried": false, @@ -503,10 +521,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:36010", "issue:39290", @@ -600,274 +618,268 @@ "issue:43296|issue:43366", "issue:44387|issue:45005" ], - "prepared_review_unit_hash": "a5f35e5f1de1a28ff9f824053451ee17d3f83a6f9a258a6f6a1b9121c7e3b7fc", + "prepared_review_unit_hash": "c3b7bc381b9d6eea9a44b3b2ffc8625c4fe24e727449f7b04e3444aa9a1714fb", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39791, - "estimated_input_tokens": 9948, - "estimated_eval_tokens": 20152 + "serialized_chars": 39793, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 }, "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.", + "summary": "Mostly unrelated issue set, with one likely duplicate pair around the v5 AutoTokenizer wrong-token-ID regression. No PRs present.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45920 is the broadest and most current report of the tokenizer regression, covering multiple model families; issue:45812 is a narrower Granite-specific instance.", "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_issue_reason": "issue:45920 best represents the only clear shared bug in this cluster because it describes the same v5 tokenizer mis-tokenization problem across several affected models and is still open.", "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." + "reason": "Both are model-loading failures, but they point to different models and different root causes (corrupted checkpoint vs missing text-encoder weights)." }, { "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." + "reason": "Both are version-compatibility regressions, but one is torch/transformers incompatibility while the other is a distributed-build support break; not the same 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." + "reason": "Different failure surfaces: vLLM model load error versus a PyTorch distributed build 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." + "accept": false, + "reason": "Both mention zero3/index errors, but they involve different model classes and scenarios; too broad to treat as the same defect." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute error and Qwen3 auto-device-map CUDA assert are different bugs." + "reason": "Different models and error modes: missing config attribute in vLLM versus CUDA assert during auto device mapping." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs problems, but they concern different removed/changed API references." + "reason": "Both are docs issues, but they concern unrelated pages and different outdated references." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the distributed-support breakage." + "reason": "Unrelated runtime/storage type error versus distributed build support regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU support issue and table-question-answering crash are different subsystems." + "reason": "Different tasks and failures: AMD GPU model support versus table-question-answering crash." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger cross-entropy fallback bug is unrelated to the Qwen3-vl video StopIteration error." + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-VL video StopIteration are unrelated code paths." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "DeepSeek detokenization regression and outdated RAG examples are unrelated." + "reason": "A detokenization bug and outdated RAG docs are not the same underlying issue." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Gemma4 device-map mismatch and Qwen3.5 video-token mismatch are different model-specific failures." + "reason": "Different model families and different failures: device mismatch in Gemma4 versus video-token/template mismatch in Qwen3.5." }, { "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." + "reason": "Processor failure for Voxtral and Gemma4 device-mapping mismatch are distinct bugs." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support are different regression classes." + "reason": "Remote-code model breakage is broader and different from the USE_DISTRIBUTED=0/PyTorch support regression." }, { "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." + "reason": "Both report the same v5 regression where AutoTokenizer returns wrong token IDs across multiple models; 45920 is the broader manifestation." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading failure are different model issues." + "reason": "Both are checkpoint-loading problems, but the affected models and symptoms differ." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to distributed-support breakage." + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed build support." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "NVFP4 runtime failure and RAG docs are unrelated." + "reason": "Model runtime error versus documentation cleanup; no shared bug." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window, but they are different model/config bugs with different failure modes." + "reason": "Both mention Qwen3/sliding-window, but one is a Gemma3/vLLM config-attribute issue and the other is a Qwen3-MoE model issue." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask-shape mismatch and ZeRO-3 size-0 IndexError are different errors." + "reason": "Similar IndexError wording, but the contexts differ enough that this could be separate zero3 bugs." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load failure and table QA crash are unrelated." + "reason": "Whisper inference failure and table-question-answering 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." + "reason": "Different load failures: unit-test model load issue versus corrupted Ovis2 checkpoint." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility and pydantic PretrainedConfig regression are different failures." + "reason": "Torch version incompatibility and pydantic PretrainedConfig breakage are different issues." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization bug and table QA crash are unrelated." + "reason": "Detokenization regression and table QA crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load failure and pydantic model regression are unrelated." + "reason": "Whisper runtime failure and pydantic config regression do not share a code path." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 loading failure and torch/transformers compatibility break are different issues." + "reason": "Both are version/runtime problems, but one is deepspeed zero3 index errors and the other is torch/transformers incompatibility." }, { "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." + "reason": "Both involve Qwen3.5 chat usage, but one is a model crash and the other is a streaming chat/completions API failure." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure and MPS histogram-op failure are unrelated." + "reason": "Streaming API failure and MPS histogram op missing for MoE 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." + "reason": "Different MoE-related runtime errors with different ops and backends." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import-path break and Gemma3 sliding_window_pattern issue are unrelated." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern 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." + "reason": "Grouped_mm tracing failure and 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." + "reason": "Processor failure for Voxtral and compile error on non-template nodes are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 tied-weights bug and Ovis2 checkpoint corruption are different issues." + "reason": "Weight-tying regression and corrupted checkpoint are different problems." }, { "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." + "reason": "Both are IndexErrors, but they occur in different model/loading contexts and are not clearly the same bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating and remote-code config_class failure are different issues." + "reason": "Flash-attn fallback gating and remote-code config_class lookup are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLm pad_token_idx regression and pydantic PretrainedConfig break are different config regressions." + "reason": "StableLmConfig pad_token_idx regression and pydantic PretrainedConfig breakage are separate changes." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/version compatibility and Gemma4 device-map mismatch are unrelated." + "reason": "Torch/transformers incompatibility and Gemma4 device-mapping mismatch do not share the same failure mechanism." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are different feature requests/issues." + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are different topics." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "int4 OOM regression and tied-weights translation regression are different bugs." + "reason": "Int4 OOM regression and tied-weights regression are unrelated." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate pair is issue:45812 with issue:45920 around the v5 AutoTokenizer wrong-token-ID regression, and the rest of the soft-edge rejections are appropriately cautious. No PR mergeability concerns apply because there are no PRs present." }, "evaluator_used": true, "retried": false, @@ -883,10 +895,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:39186", "issue:40990", @@ -969,230 +981,227 @@ "issue:43975|issue:44292", "issue:44292|issue:45507" ], - "prepared_review_unit_hash": "e066bb000481f137654a9b2254cfa22af201f3d0c3274743c691b5d2ef9f6caa", + "prepared_review_unit_hash": "f4a7241b915b25749e652cdaf3bb2d440d505ab0bd4ef670afb9cfcd5ca38215", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36259, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "serialized_chars": 36253, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 }, "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.", + "summary": "The soft pairs are mostly thematic rather than true duplicates: they span different models, error paths, and root causes. I would not collapse any pair into a single issue or PR.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out; the items are largely unrelated regressions and the soft links are too weak to represent one underlying bug.", "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_issue_reason": "No issue is a strong global representative for this set. The closest-looking pairs still differ in concrete code path, model family, or failure mode.", "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." + "reason": "Both mention an IndexError, but one is a generic mask/tensor shape mismatch while the other is a Qwen3.5 SFT embedding unpacking failure." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different concrete bugs: grouped_mm tracing failure vs GPT-OSS tensor-parallel/MoE behavior." + "reason": "Different MoE problems: one is a torch-dynamo grouped_mm tracing error in Mixtral, the other is tensor-parallel behavior in GPT-OSS MoE." }, { "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." + "reason": "Autocast dtype mismatch and chat/completions streaming failure are different symptoms and likely different code paths." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "gpt-oss GGUF support and Qwen3.5 streaming inference are unrelated concrete issues." + "reason": "GGUF architecture support for gpt-oss and Qwen3.5 streaming inference are unrelated." }, { "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." + "reason": "One is an init_empty_weights argument regression; the other is a pydantic PretrainedConfig field breakage." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig/pydantic regression." + "reason": "Qwen3-MoE sliding_window behavior and pydantic field validation are different bugs." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Tracing error at grouped_mm and missing Float8 storage are unrelated failures." + "reason": "Grouped_mm tracing failure and missing Float8 storage lookup are unrelated runtime errors." }, { "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." + "reason": "Image preprocessor dtype mismatch is not the same as a 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." + "reason": "Remote-code model breakage and torch/transformers version incompatibility are different issues." }, { "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." + "reason": "Both are IndexErrors, but one is a mask length mismatch and the other is a zero3/BertModel empty-index access." }, { "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." + "reason": "Both are video-related, but 44479 is a broad regression across several models while 46294 is a specific Qwen3.5 chat-template 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." + "reason": "Both involve siglip2, but one is a quality comparison and the other is an AutoModel/pipeline output complaint; the concrete bug is not clearly the same." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are different model-init bugs." + "reason": "One is from_config text_config unwrapping; the other is uninitialized rotary frequency materialization after to_empty." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention fallback behavior and remote-code model_class/config_class resolution are unrelated." + "reason": "Flash Attention 2 installation/fallback behavior and remote-code config_class lookup 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." + "reason": "Mistral-3 dtype/preprocessor mismatch is different from Qwen3.5 embedding unpacking in TRL." }, { "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." + "reason": "FSDP weight dimensionality error and Qwen3.5 embedding unpacking are different code-path failures." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Unrelated model-quality reports for different architectures." + "reason": "These are separate model-specific issues with no shared failure mode." }, { "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." + "accept": false, + "reason": "Both touch custom/remote code loading, but one is a cache-path collision and the other is loading the wrong custom module 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." + "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating 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." + "reason": "Tied lm_head in Mistral3 and translation-model tied weights are distinct issues." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FP8 failure and FlashAttention2 fallback logic are unrelated." + "reason": "FineGrainedFP8Config failure and flash-attn2 fallback checks are different bugs." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention failure and tied-weights regression are unrelated." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and tied-weights handling do not look like the same bug." + "reason": "Quantization/offloading behavior and translation tied weights do not share the same root cause." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer implementation issue vs documentation typo." + "reason": "This is a DSA indexer discussion versus a docs typo; no duplicate bug here." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and tied-weights regression are different problems." + "reason": "NemotronH checkpoint loading and translation tied weights are unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Documentation typo and docs mentioning a removed command are not duplicates." + "reason": "A cache-strategy typo is not the same as removed-run-command documentation drift." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 input embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." }, { "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." + "accept": false, + "reason": "Both are validation/error-message problems, but one is general input_ids/inputs_embeds XOR logic and the other is T5 decoder-input validation." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions affecting different models and different round-trip behavior." + "reason": "Different tokenizers/models and different regression mechanisms; not the same concrete bug." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek-Coder detokenization and Qwen NVFP4 runtime errors are unrelated." + "reason": "DeepSeek-Coder detokenization and Qwen-3 NVFP4 loading errors are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different model/runtime failures with no shared concrete code path." + "reason": "NVFP4 runtime/loading failure and GraniteMoEHybrid invalid method calls are different issues." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -1204,10 +1213,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:24643", "issue:28530", @@ -1266,8 +1275,8 @@ "issue:43872|issue:44589", "issue:43828|issue:44928", "issue:45920|issue:46489", - "issue:43866|issue:44403", "issue:43054|issue:45701", + "issue:43866|issue:44403", "issue:38175|issue:43054", "issue:43950|issue:45902", "issue:41553|issue:43883", @@ -1279,9 +1288,9 @@ "issue:44403|issue:44451", "issue:43975|issue:45520", "issue:44403|issue:44488", + "issue:42947|issue:43856", "issue:24643|issue:28530", "issue:43643|issue:45020", - "issue:42947|issue:43856", "issue:41762|issue:42915", "issue:44991|issue:45399", "issue:43824|issue:43872", @@ -1289,249 +1298,249 @@ "issue:43782|issue:44960", "issue:43881|issue:43883", "issue:45020|issue:45823", - "issue:44661|issue:45020", "issue:45081|issue:45399", + "issue:44661|issue:45020", "issue:42491|issue:44368", "issue:43828|issue:45823" ], - "prepared_review_unit_hash": "e5e326999885081b35c5b225b7eddfbd70be00da25164c43484947a64ef9bdff", + "prepared_review_unit_hash": "9b9ac579b355ee2ce71553f2d2dee0883137fbb64ea1b6c9bf0bd02470bc8b21", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38113, - "estimated_input_tokens": 9529, - "estimated_eval_tokens": 19314 + "serialized_chars": 38112, + "estimated_input_tokens": 9528, + "estimated_eval_tokens": 19312 }, "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.", + "summary": "Mostly a mixed bag of unrelated Transformers issues, with one clear duplicate family around non-persistent buffer corruption / uninitialized buffer data in v5 (43950, 44534, 45902).", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43950 is the most precise and general description of the core v5 regression: non-persistent buffers get corrupted during loading. It best serves as the umbrella for the closely matching buffer-junk reports.", "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_issue_reason": "43950 is the strongest representative issue because it states the underlying bug directly, is not model-specific, and aligns with the accepted duplicate reports about junk/uninitialized non-persistent buffers.", "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." + "reason": "Same underlying regression: Transformers v5 mishandles non-persistent buffers, with both issues describing junk/corrupted buffer contents 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." + "reason": "Both are about SigLIP2, but one is a docs/example failure and the other is degraded embedding quality; different bugs and code paths." }, { "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()." + "reason": "AutoConfig missing fields with trust_remote_code is a different config-loading problem, not the non-persistent buffer corruption bug." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer compute_loss signature change and Gemma3 loading with ZeRO-3 are unrelated failures." + "reason": "Unexpected kwarg in CustomTrainer.compute_loss and Gemma3 ZeRO-3 loading failure are unrelated issues." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/back-end issues: bitsandbytes Int8Params kwargs vs missing Float8 storage object." + "reason": "Both involve low-level tensor/storage errors, but the reported failures and triggering paths are different." }, { "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." + "reason": "These are distinct Qwen3.5 failures: one is an autocast dtype mismatch, the other is a position_ids/SDPA math-fallback training instability." }, { "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." + "reason": "Both are tokenizer regressions, but one is a broad multi-model wrong-token-ID report and the other is a DeepSeek-Coder v1-specific gap; not the same concrete bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and generic tokenization changes across versions are different issues." + "reason": "Different tokenization-related symptoms: degraded SigLIP2 text embeddings versus changed tokenization behavior across transformers versions." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted checkpoint and a noisy load-time behavior are not the same underlying bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities is not clearly the same defect as generally worse SigLIP2 text embeddings." + "reason": "Unexpected zero probabilities and worse text embeddings are related to SigLIP2 but are different observable failures." }, { "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." + "reason": "Both point to the same buffer initialization regression: uninitialized/corrupted non-persistent buffer state after loading/materialization in v5." }, { "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." + "reason": "Bad AutoTokenizer error for Voxtral and missing all_tied_weights_keys on Molmo are unrelated model-support issues." }, { "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." + "reason": "The first is a flash-attn crash from 3D position_ids misinterpretation; the second is 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." + "accept": false, + "reason": "Both mention SigLIP2, but one is a performance/quality complaint and the other is an implementation discrepancy with JAX." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing inefficiency under LoRA and int4 quantization OOM are distinct memory issues." + "reason": "Gradient checkpointing ineffective with LoRA and int4 CUDA reserved-memory OOM are different training/memory bugs." }, { "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." + "reason": "Gemma4 FSDP2 KeyError and non-persistent buffer uninitialized memory are unrelated code paths." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and failures: Voxtral tokenizer error message vs glm-4v-9b load failure." + "reason": "Different models and failures: Voxtral tokenizer error messaging versus 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." + "reason": "Load-time noise and failure to load a specific model are not the same bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "DeepSeek detokenization regression and Python 3.13 flash_attn import error are unrelated." + "reason": "DeepSeek Coder detokenization and a 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." + "reason": "General load noise versus a specific model load failure are different symptoms and likely different causes." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing ineffectiveness and Qwen3 MoE memory usage are different optimization problems." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight shape error and early-stopping metric handling are unrelated training issues." + "reason": "DeepSpeed training weight-shape error and early-stopping metric lookup 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." + "reason": "Missing fields from AutoConfig with trust_remote_code is narrower and different from the broader remote_code compatibility break." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 load crash and Qwen3 MoE FineGrainedFP8 failure are different model-specific issues." + "reason": "Gemma3 ZeRO-3 loading crash and Qwen3Moe FP8 failure are unrelated model/backend issues." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure for est-roberta and flash-attn2 fallback gating are unrelated." + "reason": "Tokenizer loading failure for one model and flash-attn 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." + "reason": "ImportError for a missing class and bitsandbytes Int8Params incompatibility are different failures." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram dtype limitation and Gemma4 device-mismatch during forward are unrelated." + "reason": "MPS histogram on int tensors and Gemma4 PLE device mismatch are separate backend/device bugs." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading failure and a GLM5 issue are not the same bug." + "reason": "Qwen3VL weight_only load error and a GLM5 issue are unrelated." }, { "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." + "reason": "glm-4v-9b load failure and Molmo tied-weights attribute error are distinct model-support 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." + "reason": "Remote-code model compatibility regressions and Gemma4 device-mapping mismatch do not share the same concrete bug." }, { - "left": "issue:44661", - "right": "issue:45020", + "left": "issue:45081", + "right": "issue:45399", "accept": false, - "reason": "Tokenizer-mapping-name handling and remote_code breakage are different loader edge cases." + "reason": "Mistral tokenizer regex patch crash and flash-attn2 fallback blockage are unrelated." }, { - "left": "issue:45081", - "right": "issue:45399", + "left": "issue:44661", + "right": "issue:45020", "accept": false, - "reason": "Mistral regex patch crash and flash-attn2 fallback checks are unrelated." + "reason": "add-new-model-like failing in TOKENIZER_MAPPING_NAMES is a registration bug, not the broader remote_code regression." }, { "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." + "reason": "Qwen3 MoE LoRA compatibility and tie_word_embeddings warnings in Qwen3.5 are different issues." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different model/device issues: autocast dtype mismatch vs device_map auto mismatch." + "reason": "Autocast dtype mismatch and Gemma4 device mismatch are different backend errors." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative. The non-persistent-buffer family around 43950/44534/45902 is well supported by the issue titles, and the non-matches are generally phrased cautiously without overstating duplicate status or shared root cause. No mergeability concerns apply here because there are no PR pairs." }, "evaluator_used": true, "retried": false, @@ -1547,10 +1556,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:24643", "issue:30064", @@ -1619,9 +1628,9 @@ "issue:43940|issue:45313", "issue:43854|issue:44863", "issue:44479|issue:44560", + "issue:44928|issue:45588", "issue:41553|issue:44488", "issue:41093|issue:44805", - "issue:44928|issue:45588", "issue:24643|issue:30064", "issue:44530|issue:44863", "issue:44863|issue:46402", @@ -1631,208 +1640,208 @@ "issue:45325|issue:45902", "issue:45663|issue:45823" ], - "prepared_review_unit_hash": "1bb735262b06747b33fdaaceb9ce00cee0e5c040e56558644ce94f365280cc13", + "prepared_review_unit_hash": "64d5b6c3c4c9b60de49aa23e89108fb4bedc50343b8342e15f9a2e43c1b3995b", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36622, - "estimated_input_tokens": 9156, - "estimated_eval_tokens": 18568 + "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": "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.", + "summary": "Mostly unrelated regression reports, with a few clear duplicates around v5 docs cleanup, the `_is_hf_initialized` kwarg incompatibility, and a Whisper/fbank loading failure.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative regression report in the set, covering recent-version breakage across remote-code models rather than a single narrow model-specific symptom.", "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_issue_reason": "Issue 45020 is the strongest umbrella candidate: it is clearly user-facing, broadly scoped, and likely to attract related model-loading regression reports.", "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." + "reason": "Same general tokenizer/regression theme, but different concrete bug: remote_code model breakage vs Kimi-K2.5 codec handling." }, { "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." + "reason": "Both are tokenizer performance regressions, but they hit opposite conversion directions and don\u2019t clearly share the same underlying defect." }, { "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." + "reason": "Both report the same docs cleanup problem: lingering references to removed pipeline tasks after v5 removals." }, { "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." + "reason": "Both are tokenizer regressions affecting DeepSeek models, but the titles point to different model families and different failure modes." }, { "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." + "reason": "Different bugs: tied lm_head weights in Mistral3 vs silent corruption of non-persistent buffers during from_pretrained()." }, { "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." + "reason": "Both involve auto model loading, but one is config unwrapping for multimodal Qwen and the other is a remote-code config_class AttributeError." }, { "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." + "reason": "Same underlying `_is_hf_initialized` constructor-kwarg incompatibility during model loading/init_empty_weights." }, { "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." + "reason": "Both are model-loading failures, but they involve different mechanisms: FineGrainedFP8Config vs bitsandbytes kwarg incompatibility." }, { "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." + "reason": "Both are recent loading regressions, but one is broad remote_code breakage and the other is a specific missing `config_class` attribute." }, { "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." + "accept": true, + "reason": "Likely the same audio-feature bug: Whisper failing to run points to the `_torch_extract_fbank_features()` problem." }, { "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." + "reason": "Both mention DeepSpeed/Qwen, but one is weight conversion under accelerate+deepspeed and the other is gradient averaging with GAS." }, { "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." + "reason": "Both are tokenizer-loading issues, but one is a bad error message for Voxtral and the other is a hard failure for 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." + "reason": "Different training/config bugs: gradient checkpointing ineffective with LoRA vs a missing supports_gradient_checkpointing flag." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Completely different training/runtime errors: custom loss signature mismatch versus a tensor mask shape mismatch." + "reason": "Completely different failure types: a Trainer signature change vs 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." + "reason": "Both are ZeRO-3 weight-loading problems, but the model variants and symptoms differ enough that this is not clearly the same bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures with no clear shared root cause." + "reason": "Different model-specific checkpoint loading failures (GLM-4.7-Flash vs NemotronH)." }, { "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." + "reason": "Both are video-input regressions in Qwen models, but the titles suggest distinct failures rather than one shared code-path bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated problems: RLHF NaN explosion from SDPA/math fallback vs flash_attention crashing on `s_aux=None`." }, { "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." + "reason": "Both involve tokenizer/model loading, but the model families and failure modes are different." }, { "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." + "reason": "The same shape-mismatch wording appears, but the underlying tensor sizes and reports are too different to treat as a clear duplicate." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Unrelated training DeepSpeed error versus image processor segmentation-map handling." + "reason": "Training with DeepSpeed weight-shape error vs image processor void-segmentation-map handling are unrelated." }, { "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." + "reason": "Different issues: Qwen3.5 PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different model-loading failures with different root causes and symptom surfaces." + "reason": "Both are model-loading issues, but they concern different architectures and distinct failure modes." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated model-support request versus autocast dtype mismatch." + "reason": "GGUF gpt-oss support and a Phi MoE autocast dtype mismatch are unrelated." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Different failures: ZeRO-3 init index error versus torch-version incompatibility." + "reason": "One is a Deepspeed ZeRO-3/BertModel init crash; the other is a torch version incompatibility report." }, { "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." + "reason": "Different Qwen-related problems: GGUF architecture support vs sliding_window behavior." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different rotary/position-id bugs in different model families; not the same underlying defect." + "reason": "Both touch Qwen3.5/VL rotary/position handling, but one is still-image temporal scaling and the other is uninitialized-memory materialization." }, { "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." + "reason": "Both are Gemma4 issues, but one is an FSDP2 attention KeyError and the other is a device-mismatch forward bug." } ] }, "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." + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are conservative: the docs cleanup pair and the `_is_hf_initialized` pair are well-supported by the titles, and the Whisper/fbank pair is phrased cautiously as likely the same bug. The rejected pairs also stay on the conservative side by avoiding over-claiming duplicates where the titles indicate different failure modes." }, "evaluator_used": true, "retried": false, @@ -1848,10 +1857,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:36010", "issue:38175", @@ -1929,8 +1938,8 @@ "issue:43317|issue:44756", "issue:44661|issue:44805", "issue:42491|issue:43720", - "issue:38175|issue:39692", "issue:43644|issue:44534", + "issue:38175|issue:39692", "issue:41720|issue:42915", "issue:42915|issue:44756", "issue:42491|issue:45276", @@ -1938,20 +1947,20 @@ "issue:44960|issue:44977", "issue:46459|issue:46512" ], - "prepared_review_unit_hash": "9b0f22e4ce345dcddd03fd6bf51d9bdb7c901f64e9b1f66a079adc4909259202", + "prepared_review_unit_hash": "1ce97ad3f5b1adbff6cdbc06ca72f3f0e0ca539175562b4c9835e7fb43a4bf13", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37774, + "serialized_chars": 37773, "estimated_input_tokens": 9444, "estimated_eval_tokens": 19144 }, @@ -1960,222 +1969,222 @@ "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.", + "summary": "Mostly a loose collection of unrelated Transformers regression reports, with a few true duplicate pairs around the same underlying bug (custom model init, SigLIP2 output corruption, non-persistent buffer loading, and BERT checkpoint loading).", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43644 is the best canonical issue here: it states a clear Transformers 5.0.0 regression, has an exact duplicate in 44534, and captures the core non-persistent-buffer bug more cleanly than the narrower model-specific reports.", "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_issue_reason": "Issue 43644 is the strongest overall representative because it is broad, clearly phrased as a regression, and has the clearest duplicate evidence in the set.", "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." + "reason": "Unrelated failures: DeepSpeed/BERT zero3 index error vs a generic torch version incompatibility." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated topics: GGUF gpt-oss support vs missing Float8 storage type." + "reason": "Different bugs: GGUF gpt-oss support vs a Float8 storage lookup/deserialization error." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different models and bugs: Mistral-3 image-preprocessor dtype mismatch vs Qwen3-VL video StopIteration." + "reason": "Different model-specific multimodal bugs with no clear shared code path." }, { "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." + "reason": "Different audio/ASR inference issues; the symptoms and model paths do not match." }, { "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." + "reason": "Different problems: missing Qwen2_5_VL import vs meta-device loading breakage." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index errors are different regressions." + "reason": "One is a non-persistent-buffer regression; the other is an OCR long-input index error." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading bugs are distinct code paths." + "reason": "Different failures: Qwen3Moe FP8 config vs meta-device loading." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-VL video inference and MoE MPS histogram errors are unrelated." + "reason": "Unrelated issues in different subsystems and models." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both describe the same v5 custom-model initialization regression; one is just notebook-specific." + "reason": "Same underlying regression: both describe Transformers 5.0.0 breaking custom model initialization; 43645 is just a notebook-specific repro." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.5/VL embedding failures with different triggers and symptoms." + "reason": "Different Qwen3.5-related bugs with different failure modes and code paths." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Bamba SDPA/torch.compile failure is unrelated to Qwen3.5 flash-attention illegal-memory-access." + "reason": "Both involve attention/compile paths, but they are distinct bugs with different models and failure mechanisms." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Different torch-version issues affecting different subsystems; not the same bug." + "reason": "Different incompatibilities: torch>=2.9 flex_attention compilation vs torch 2.4.1 compatibility." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + "reason": "Unrelated: 3d_parallel.py runtime failure vs GGUF architecture support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3Moe FP8 failures share no concrete code path." + "reason": "Completely different failures: import error for GenerationMixin vs Qwen3Moe FP8 config." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different fixes." + "reason": "Both are tokenizer regressions, but they affect different model families and do not look like the same bug." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-mismatch during forward is unrelated to a torch 2.4.1 incompatibility claim." + "reason": "Different issues: Gemma4 device mismatch vs a generic torch version incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Config/mapping validation failure vs Gemma4 device mismatch; different underlying problems." + "reason": "Config/mapping failure vs a runtime device placement bug; not the same underlying defect." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Qwen3-VL video StopIteration and a tensor-mask shape mismatch are different errors." + "reason": "Different runtime errors on different model paths." }, { "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." + "reason": "Same SigLIP2 bug family: both report google/siglip2-base-patch16-224 producing wrong/zero outputs through standard model usage." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 OCR indexing." + "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 long-input index error." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both mention config validation, but they appear to be different model-specific validation failures." + "reason": "Both involve config validation, but the model families and concrete failures differ too much to treat as the same bug." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3 Bert initialization and TOKENIZER_MAPPING_NAMES handling are different bugs." + "reason": "Different bugs: DeepSpeed/BERT zero3 indexing vs add-new-model-like tokenizer mapping logic." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed/Bert zero-size index error is unrelated to add-new-model-like mapping logic." + "reason": "Different failures with no evidence of a shared code path." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "GPU+CPU offload loading failure and mmap/OOM on Strix Halo are different issues." + "reason": "Device-map/offload loading vs mmap OOM on Strix Halo are not the same bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Model/tokenizer mapping validation and mask/tensor shape mismatch are unrelated." + "reason": "Different issues: tokenizer-mapping helper failure vs mask/tensor shape mismatch." }, { "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." + "reason": "Different loading/compatibility problems affecting unrelated mechanisms." }, { "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." + "reason": "Exact duplicate non-persistent-buffer regression in Transformers 5.0.0." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related model family, but one is wrong probabilities and the other is a docs-example mismatch/quantization issue; not the same bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and Qwen3Moe FP8 failure are different problems." + "reason": "Different Qwen issues with different triggers and failure modes." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 and Strix Halo mmap OOM are unrelated." + "reason": "Unrelated model FP8 failure vs Strix Halo mmap OOM." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA/qwen3_moe incompatibility and Gemma4 embedding resize behavior are unrelated regressions." + "reason": "Different model families and different APIs; not the same underlying defect." }, { "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." + "accept": true, + "reason": "Same loading regression class: both report specific BERT checkpoints failing to load on the current version, with 44488 as a follow-up repro on another model." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention issues are different model/code-path failures." + "reason": "Different models and different flash-attention/generation 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." + "reason": "Both concern dtype handling, but one is composite-checkpoint loading and the other is from_config/config staleness; not the same concrete bug." } ] }, "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." + "feedback": "The clustering is grounded in the packet and mostly conservative. The canonical choice of 43644 is well supported by the near-identical 44534 duplicate, and the rejected soft pairs are generally justified by distinct titles and failure modes. The accepted soft pairs are phrased cautiously enough as same-bug family or close repros rather than exact duplicates." }, "evaluator_used": true, "retried": false, @@ -2191,10 +2200,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:36010", "issue:39404", @@ -2247,25 +2256,25 @@ "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:43873", + "issue:44488|issue:44991", "issue:43856|issue:44387", "issue:43257|issue:43854", - "issue:39692|issue:43994", "issue:43854|issue:43931", + "issue:39692|issue:43994", "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:45488|issue:45812", "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:43425|issue:43957", "issue:43873|issue:44387", "issue:39692|issue:44960", "issue:42947|issue:45704", @@ -2273,223 +2282,216 @@ "issue:45663|issue:45759", "issue:44291|issue:44756", "issue:36010|issue:39404", - "issue:45663|issue:45859", - "issue:44387|issue:44756" + "issue:45663|issue:45859" ], - "prepared_review_unit_hash": "8ca179c307afa2ed6f369b8dfc2a401b5260a9b92128c07bf17cd0244079c660", + "prepared_review_unit_hash": "e4c8203e8066e7c3bea47a0e9caf871ea8ed4512a746d4c90a755d46221c1a15", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36204, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "soft_pair_count": 29, + "serialized_chars": 35909, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 }, "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.", + "summary": "The cluster is mostly a set of unrelated Transformers issues with a few small duplicate-like subpairs around embedding resizing and lm_head weight tying. I would not merge the cluster wholesale.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45292 is the cleanest, most general representative of the resize_token_embeddings regression: it states the shared symptom without overfitting to one model family.", "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_issue_reason": "45292 is the best issue anchor because it is concise and model-agnostic, making it the strongest representative for the embedding-resize subcluster.", "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." + "reason": "Same model family, but different bugs: ZeRO-3 load failure for language_model vs save_pretrained writing wrong visual-encoder keys." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and failures; no evidence they are the same bug or mergeable change." + "reason": "Unrelated models and failures; no evidence of the same code path or fix." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they concern different models and likely different root causes." + "reason": "Both are Transformers 5 regressions, but one is non-persistent buffer initialization and the other is Jupyter/custom-model initialization; different underlying bugs." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "One is Qwen3 MoE training memory usage, the other is quantization offloading; distinct issues." + "reason": "Different problems: Qwen3 MoE training memory usage vs quantization offloading not behaving as expected." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but they affect different subsystems and have different failure modes." + "reason": "Both are tokenizer-loading reports, but for different models and likely different root causes." }, { "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." + "reason": "One is training memory inefficiency, the other is int4 reserved-memory/OOM behavior; not the same bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and loading scenarios; no shared concrete bug." + "reason": "Different models and different loading paths; no shared concrete bug is evident." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43854", + "right": "issue:43931", "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." + "reason": "Different model-loading failures for different model families." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Different models and different loading errors." + "reason": "Both involve SigLIP2, but one is a docs example with model/processor mismatch plus quantization failure, while the other is a runtime inference quality issue." }, { "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." + "reason": "LoRA/qwen3_moe compatibility on hf5.x is unrelated to a generic resize_token_embeddings regression." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint math and SGD optimizer arguments are unrelated." + "reason": "Resume/max_steps bookkeeping and SGD argument handling are separate Trainer/optimizer issues." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Different Qwen3-related failures with no shared code-path evidence." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 is a model-specific issue, while the other is a quantization save/load regression." + "reason": "GLM5 is unrelated to save/load breakage after sinq quantization." }, { - "left": "issue:45488", - "right": "issue:45812", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and do not appear to be the same underlying defect." + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument rejection are different loading/saving bugs." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:45488", + "right": "issue:45812", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights/_is_hf_initialized are distinct loading bugs." + "reason": "Both are tokenizer regressions, but they affect different tokenizer stacks and model families." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different entry points and different model/processor issues." + "reason": "Different crashes in different surfaces: chat integration vs serve processor attribute access." }, { "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." + "reason": "These are the same class of bug: resize_token_embeddings does not propagate to tied/output embeddings in two model variants, and one shared fix is plausible." }, { "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." + "reason": "Both touch flash attention, but one is an illegal-memory-access position_ids bug and the other is an AttributeError on sink-less models." }, { "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." + "reason": "Different tokenizer/model load failures; no clear shared root cause." }, { "left": "issue:43404", "right": "issue:43454", + "accept": true, + "reason": "Both describe the same underlying failure to tie lm_head weights, leading to broken generation across two model variants." + }, + { + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "Both involve lm_head tying, but they concern different model architectures and are not clearly the same code-path bug." + "reason": "Torch version incompatibility is not the same as a meta-device model-loading bug." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offload OOMs, but with different mechanisms and symptoms." + "reason": "Quantization/offload behavior and int4 reserved-memory OOM are related only broadly, not as the same bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Completely different models and problem domains." + "reason": "SigLIP2 documentation/example issues are unrelated to GLM5 model-loading concerns." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA and apex RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing with PEFT LoRA and T5/apex memory leak are separate issues." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different models and unrelated runtime failures." + "reason": "Qwen3 auto-device-map CUDA assert and AudioFlamingo3 batched inference token leak are different failures." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "FSDP2 shared_kv_states bug and AutoModelForCausalLM text_config unwrapping are unrelated." + "reason": "FSDP2 KeyError in Gemma4 attention and Qwen 3.5/3.6 config unwrapping are different code paths." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Meta-init loading TypeError and mmap OOM are different issues." + "reason": "init_empty_weights argument handling and disabling mmap on Strix Halo are unrelated." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import error for GenerationMixin and Whisper return_language pipeline regression are unrelated." + "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated issues." }, { "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." + "reason": "Gemma4 FSDP2 attention failure and Qwen3.5 CPU-offload incompatibility are different bugs." } ] }, "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." + "feedback": "The summary is grounded in the packet: most items are clearly unrelated by title, and the two accepted soft pairs are reasonably conservative same-bug embeddings/tied-lm_head groupings. No verdict overstates evidence." }, "evaluator_used": true, "retried": false, @@ -2505,10 +2507,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:39404", "issue:42796", @@ -2523,11 +2525,11 @@ "issue:43716", "issue:43828", "issue:43854", - "issue:43906", "issue:43957", "issue:44155", "issue:44164", "issue:44292", + "issue:44387", "issue:44402", "issue:44451", "issue:44479", @@ -2561,19 +2563,20 @@ ], "soft_pairs": [ "issue:44292|issue:44912", - "issue:43957|issue:44756", + "issue:44387|issue:44756", "issue:43335|issue:45663", + "issue:43957|issue:44756", "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:44164|issue:44756", "issue:43854|issue:45216", - "issue:45684|issue:45698", "issue:45588|issue:45663", + "issue:45684|issue:45698", "issue:42796|issue:46326", "issue:45292|issue:45335", "issue:43828|issue:43957", @@ -2592,23 +2595,22 @@ "issue:43425|issue:45823", "issue:43425|issue:43716", "issue:44589|issue:45084", - "issue:44479|issue:44805", - "issue:43906|issue:44530" + "issue:44479|issue:44805" ], - "prepared_review_unit_hash": "3e5ed8cfe82e0e0802c62c61148194fcbfe1b23804aa8203e9d9e8eb2fdc3bf6", + "prepared_review_unit_hash": "f03e8af55ebd44fe5a2044fd627ca585dbca4d96412d62cc26f36867f5fe9ac0", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37886, + "serialized_chars": 37888, "estimated_input_tokens": 9472, "estimated_eval_tokens": 19200 }, @@ -2617,222 +2619,222 @@ "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.", + "summary": "This cluster is mostly heterogeneous, with several unrelated Transformers regressions. The only clear duplicate family is the resize_token_embeddings propagation issue across multiple model variants; most other soft pairs share a subsystem or vague symptom but not the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45292 is the best representative of the clear duplicate subcluster: it states the generic resize_token_embeddings/output_embeddings failure, and the nearby Gemma4 and t5gemma reports look like variants of the same embedding-resize bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 best represents the underlying bug and can subsume the Gemma4 and t5gemma variants.", + "best_issue_reason": "issue:45292 is the strongest issue to anchor this cluster because it is the most generic formulation of the shared embedding-resize regression and links directly to the only clearly duplicate pairings.", "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." + "reason": "Both are quantization/loading failures, but the model types and failure modes differ; no clear same-root-cause evidence." }, { - "left": "issue:43957", + "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "`torch.device(\"meta\")` load failures and Strix Halo mmap OOM are unrelated root causes." + "reason": "Both mention OOM, but one is int4 reserved-memory growth and the other is Strix Halo mmap behavior; different bugs." }, { "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." + "reason": "Different code paths: sparse-layer construction vs Gemma4 FSDP2 shared_kv_states handling." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading and mmap/OOM are unrelated failure mechanisms." }, { "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." + "reason": "Both involve gradient checkpointing, but one is ineffective with PEFT LoRA and the other is eval-mode restriction." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Audio track embedding leakage and Gemma4 PLE device mismatch are distinct bugs." + "reason": "Different model families and distinct bugs: track embedding leakage vs device mismatch." }, { "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." + "reason": "Same broad Nemotron area, but checkpoint loading failure and example breakage are not clearly the same underlying issue." }, { "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." + "reason": "Same resize_token_embeddings regression: one is Gemma4-specific, the other is the generic output_embeddings failure." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MPS histogram-on-int error and the Nemotron example failure are unrelated." + "reason": "MoE MPS histogram error is unrelated to the Nemotron example issue." }, { "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." + "reason": "Both touch model loading/configs, but video regression and granite_speech strict-config loading are different bugs." }, { "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." + "reason": "Checkpointing/eval-mode vs RLHF gradient explosion from 3D position_ids are different problems." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:44164", + "right": "issue:44756", "accept": false, - "reason": "GLM-4.7 unit-test loading failure is not the same as the Qwen3.5 save_pretrained regression." + "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap OOM." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Read-only permission propagation during `save_pretrained` is a different issue than loading the wrong custom module after save." + "reason": "Both are loading regressions, but the models and failure signatures differ; no same code-path evidence." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux=None` crash is unrelated to Gemma4 FSDP2 `shared_kv_states` rebuilding." + "reason": "Flash-attention s_aux handling and Gemma4 FSDP2 shared_kv_states are different code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is file permission propagation during save_pretrained; the other is loading the wrong custom module." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and `continue_final_message` on mistral_common are separate tokenizer bugs." + "reason": "Both are tokenizer-related, but BPE marker handling and continue_final_message logic are different 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." + "reason": "Same core bug: resize_token_embeddings fails to update the model\u2019s relevant embedding/output weights across architectures." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and `meta`-device loading failures are different problems." + "reason": "Different dtype/device mismatch scenarios with different triggers and model families." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks and `resume_from_checkpoint` max_steps miscalculation are unrelated." + "reason": "Custom model initialization and resume_from_checkpoint max_steps calculation 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." + "reason": "Tokenizer vocab mismatch vs model loading failure; not the same underlying defect." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and `extra_state` save/load handling are different issues." + "reason": "Notebook custom model init vs 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." + "reason": "Float8 storage lookup error is unrelated to Strix Halo mmap/OOM." }, { "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." + "reason": "Torch version incompatibility and autocast dtype mismatch are different failure modes." }, { "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." + "reason": "Wrong token IDs and convert_tokens_to_ids performance regression are not the same bug." }, { "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." + "reason": "Tokenizer performance regression vs CodeLlama round-trip spacing bug." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper `return_language` pipeline regression and version-dependent tokenization changes are distinct." + "reason": "Whisper pipeline return_language regression and generic tokenization changes are not the same issue." }, { "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." + "reason": "Both are custom-model loading regressions, but the specific failure conditions differ enough that they should not be merged as duplicates without stronger evidence." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline regression and `from_pretrained` inside Python classes are unrelated." + "reason": "Whisper pipeline behavior 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." + "reason": "PagedAttentionCache group-type crash and template-node compilation 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." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE 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." + "reason": "Torch 2.10 compatibility and Gemma4 device mismatch are different problems." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility and Mistral-3 dtype mismatch are separate issues." + "reason": "Torch version incompatibility and Mistral-3 image-preprocessor dtype mismatch are not the same bug." }, { "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." + "reason": "Storage-object lookup failure and non-template-node compilation error are unrelated." }, { "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." + "reason": "Video-input regression and mask shape IndexError are different issues despite both being regressions." } ] }, "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." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The resize_token_embeddings family around issue:45292 is the only clearly supported duplicate subcluster, and the other soft-edge rejections do not overclaim shared root cause. No mergeability issues for PR pairs were present." }, "evaluator_used": true, "retried": false, @@ -2848,10 +2850,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:32090", "issue:36032", @@ -2903,6 +2905,7 @@ "issue:46489" ], "soft_pairs": [ + "issue:43906|issue:44530", "issue:43901|issue:44509", "issue:43425|issue:44918", "issue:43994|issue:44079", @@ -2923,225 +2926,225 @@ "issue:43611|issue:43644", "issue:44462|issue:46489", "issue:42796|issue:43404", - "issue:36032|issue:42915", "issue:43716|issue:45084", + "issue:36032|issue:42915", "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" + "issue:42915|issue:44530", + "issue:44451|issue:44987" ], - "prepared_review_unit_hash": "532b6810f7788c29623cfe0d532f71192629ef890ce35f48054a87938e5bab42", + "prepared_review_unit_hash": "44771e26f312b0577c508d11f967432dae5c2c588468cb49443687d7226b2dba", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36808, - "estimated_input_tokens": 9202, - "estimated_eval_tokens": 18660 + "soft_pair_count": 31, + "serialized_chars": 37109, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 }, "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.", + "summary": "This cluster is mostly a set of superficially similar Transformers regression issues, but they span different models, code paths, and failure modes (tokenizer loading, model loading, quantization, cache/offload, docs, and training/runtime errors). The shared v5-era wording makes them look related, but they are not the same underlying bug, so no soft edge should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44462 is the broadest and most generic tokenizer-loading regression in the set, with a clear root-cause style description that could anchor related tokenizer reports better than the more model-specific tickets.", "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_issue_reason": "issue:44462 is the best representative issue for the cluster because it is the most generally phrased loading regression and has direct references, making it the strongest canonical anchor among noisy near-matches.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Different bugs: one is an isolated reproduction of an older issue, the other is a Qwen3.5 cache/group-type crash." + }, { "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." + "reason": "Both are docs-related, but they concern different pipeline/task deprecations and not the same documentation defect." }, { "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." + "reason": "Unrelated failures: Torch 2.10 compatibility vs Qwen3.5 input-embedding unpacking in TRL SFT trainer." }, { "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." + "reason": "Different subsystems: SigLIP2 model/pipeline output quality vs ModelOutput key assignment logic." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and tokenizer loading for est-roberta are different bugs." + "reason": "Both mention tokenizer behavior, but they affect different models and different loading paths." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failures via torch_compilable_check are unrelated to Perceiver interpolation-positioning failures." + "reason": "torch.export/torch_compilable_check is unrelated to Perceiver non-default-resolution image classification." }, { "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." + "reason": "Tokenizer class construction error vs gguf_file loading path breakage; not the same code path." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language pipeline behavior and MXFP4 quantization fallback on git-oss-20b are unrelated." + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback behavior." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "save/from_pretrained extra_state handling and AutoModelForCausalLM config unwrapping are different serialization/config bugs." + "reason": "save/from_pretrained extra_state handling is different from AutoModelForCausalLM.from_config text_config unwrapping." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized-model save/load breakage and mistral_common continue_final_message handling are separate issues." + "reason": "Quantized save/load corruption and mistral_common continue_final_message are distinct bugs." }, { "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." + "reason": "Qwen3VL MoE loading breakage and Qwen3-VL weight-shape mismatch are separate model-loading failures." }, { "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." + "reason": "A reproduction of an older issue is not the same as a tokenizer chat-template bug in mistral_common." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading regressions: est-roberta loading versus the Mistral regex patch/backend_tokenizer crash." + "reason": "Different tokenizer loaders and different model families; no shared underlying defect." }, { "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." + "reason": "Training memory inefficiency is unrelated to Strix Halo mmap OOM handling." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "deepspeed zero3/BertModel index error and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Deepspeed zero3/BertModel indexing and compiled flex_attention on torch>=2.9 are unrelated runtime errors." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "extra_state save/load handling is unrelated to the Qwen video-input regression." + "reason": "Checkpoint extra_state handling and video-input regression in v5.3.0 are separate code paths." }, { "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." + "reason": "Different model/tokenizer loading failures: sleng-bert loading vs Mistral regex patching." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but they concern different models and likely different root causes." + "reason": "Both are load failures, but they involve different repositories and distinct breakages." }, { "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." + "reason": "One is a base_model_prefix loading regression; the other is non-persistent buffer initialization corruption." }, { "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." + "reason": "Both concern tokenizers, but one is tokenizer.json precedence and the other is DeepSeek-Coder output correctness after a prior fix." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Mistral tokenizer BPE-marker handling and Mistral3 lm_head weight tying are unrelated." + "reason": "Tokenizer BPE marker handling and Mistral3 lm_head weight tying are unrelated defects." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "T5Tokenizer special-token conflict and Qwen3 MoE fine-grained FP8 failure are unrelated." + "reason": "Image preprocessor/model dtype mismatch is unrelated to template-node compilation errors." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Image preprocessor/model dtype mismatch is not the same as the template-node compilation error." + "reason": "T5 tokenizer attribute conflict and Qwen3Moe FineGrainedFP8Config failure are different model-specific issues." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are unrelated." + "reason": "Trainer _gpu_broadcast_one NoneType error and Whisper return_language regression do not share a code path." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency and Sam3 text-encoder weight loading are different model-specific loading problems." + "reason": "CLIP text-model structure mismatch and Sam3Model text-encoder weights not loading are different model API regressions." }, { "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." + "reason": "Both are device/offload-related, but XLNet CPU arange and Qwen3_5Moe rotary embedding offload compatibility are separate bugs." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping add-new-model-like failure and flex_attention compilation failure are unrelated." + "reason": "Model-generation helper failure and compiled flex_attention 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." + "reason": "AutoConfig trust_remote_code field loss is not the same as the Qwen3.5 paged-attention cache crash." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "torch dynamo grouped_mm tracing on Mixtral and template-node compilation errors are separate compiler/tracing failures." + "reason": "Both touch Qwen models, but one is FineGrainedFP8Config loading and the other is cache backend group-type validation." }, { "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." + "reason": "Different model-loading regressions for unrelated repositories and failure modes." } ] }, @@ -3160,10 +3163,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:28530", "issue:34567", @@ -3172,6 +3175,7 @@ "issue:40990", "issue:42175", "issue:42915", + "issue:43089", "issue:43262", "issue:43317", "issue:43377", @@ -3189,7 +3193,6 @@ "issue:43819", "issue:43883", "issue:43994", - "issue:44062", "issue:44206", "issue:44220", "issue:44291", @@ -3215,13 +3218,13 @@ "issue:46326" ], "soft_pairs": [ - "issue:40990|issue:43421", "issue:43582|issue:43632", + "issue:40990|issue:43421", "issue:43644|issue:43646", "issue:34567|issue:40444", - "issue:42175|issue:46178", - "issue:44206|issue:44220", "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:42175|issue:46178", "issue:43883|issue:44488", "issue:40444|issue:46326", "issue:36032|issue:43645", @@ -3232,249 +3235,249 @@ "issue:43262|issue:43377", "issue:43746|issue:46326", "issue:42915|issue:45084", - "issue:44403|issue:45081", "issue:43883|issue:44991", + "issue:44403|issue:45081", "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:42915|issue:44291", + "issue:44451|issue:45081", "issue:44987|issue:45081", "issue:28530|issue:34567", "issue:36032|issue:43742", "issue:42915|issue:44589", - "issue:44062|issue:44987" + "issue:43089|issue:45987" ], - "prepared_review_unit_hash": "f45cfd0c3171f128741a0ca17e8e492cad986c72310935f6549d8e1dc2660a35", + "prepared_review_unit_hash": "4065dfee8f80647ee3b78a269b3e8cf5e424a7c9e5f4d8fe3282ecaa7c9f45cd", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37699, - "estimated_input_tokens": 9425, - "estimated_eval_tokens": 19106 + "serialized_chars": 37689, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 }, "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.", + "summary": "These are mostly unrelated closed issues, with a loose concentration around Transformers v5 regressions, model loading, and audio/model-init edge cases. None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": null, "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_issue_reason": "Issue 43632 is the broadest representative of the v5 initialization regression family, but the overall set is too heterogeneous to justify a single canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Different failure modes: perplexity/quality on a specific model vs tokenizer post-processor updates at runtime." + "reason": "Apple Silicon warmup TypeError vs _is_hf_initialized flag regression; different code paths and fixes." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + "reason": "Perplexity/quality issue on gpt-oss-20b vs tokenizer post-processor update at runtime; unrelated behavior." }, { "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." + "reason": "Both are v5 regressions, but one is non-persistent buffer junk and the other is custom model initialization; not the same bug." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Token accounting bug and multi-image iterable-dataset failure are unrelated." + "reason": "Trainer token-count tracking vs multimodal iterable dataset failure; different subsystems." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Backend packaging omission is not the same as an unsupported backend registration error for tensorflow_text." + "reason": "Whisper decode skip_special_tokens handling vs empty transcription after align_special_tokens; different failure modes." }, { "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." + "reason": "Both touch audio feature extraction, but one is an unsupported center arg regression and the other is a separate _torch_extract_fbank_features issue." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Ignoring skip_special_tokens and failing on empty transcription after align_special_tokens are different Whisper bugs." + "reason": "Package extras missing tensorflow backend vs BACKENDS_MAPPING rejecting tensorflow_text; install/backend issues, not duplicates." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys on Molmo is unrelated to loading a specific BERT model." + "reason": "Missing all_tied_weights_keys vs model loading failure for a specific checkpoint; distinct model-loading bugs." }, { "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." + "reason": "IterableDataset multi-image prompt failure vs mistral_common continue_final_message bug; unrelated multimodal/tokenizer issues." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict is not the same as notebook custom-model initialization breakage." + "reason": "T5Tokenizer add_special_tokens name conflict vs Jupyter custom-model init regression; different root causes." }, { "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." + "reason": "Both involve GGUF loading, but one is a generic gguf_file from_pretrained breakage and the other is a Qwen2.5-GGUF v5-specific failure." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-compilation TypeError and GraniteMoEHybrid invalid-method calls are different issues." + "reason": "Template compilation TypeError vs GraniteMoEHybrid invalid method call; unrelated bugs." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized device_map offload loading and Qwen2.5-GGUF loading are distinct failure paths." + "reason": "Dequantized device_map=auto offload failure vs Qwen2.5-GGUF loading failure; different loading 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." + "reason": "Two separate model/tokenizer load regressions on different models and failure points; not the same underlying bug." }, { "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." + "reason": "Audio chat-template sampling-rate default vs MIMI padding-mask batching bug; different components." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT/local checkpoint loading for GraniteSpeech is unrelated to mistral_common continue_final_message." + "reason": "GraniteSpeech PEFT local checkpoint loading vs mistral_common continue_final_message; unrelated loading vs generation behavior." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure and non-template-node compilation error are not the same code-path problem." + "reason": "Qwen3Moe FineGrainedFP8Config failure vs template compilation error; different code paths." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Loading noise/logging is unrelated to the Mistral regex patch crash." + "reason": "Missing tied-weights metadata vs tokenizer loading failure; no shared root bug." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Molmo tied-weights attribute error and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "General loading noise vs Mistral regex patch crash; unrelated issues." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistencies and StaticCache sequence-length type mismatch are different bugs." + "reason": "Chunked generation inconsistency with compiled forward vs StaticCache length contract bug; both generation-related but not the same defect." }, { "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." + "reason": "Custom model initialization regression vs non-persistent buffer junk; same release family, different bug." }, { "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." + "reason": "Notebook custom-model init failure vs non-persistent buffer junk; distinct symptoms and fixes." }, { "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." + "reason": "lm_head weight tying bug vs device-dependent serialization inconsistency; related theme, but not the same concrete issue." }, { "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." + "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope index scaling bug; different models and behaviors." }, { "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." + "reason": "MIMI batching/padding-mask issue vs DAC.from_latents vs forward mismatch; both audio, but different mechanisms." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "A model load failure for ScandiBERT is unrelated to a Mistral regex patch crash." + "reason": "Siglip2 nonsensical outputs vs OmDet-Turbo processor image-size mismatch; unrelated vision bugs." }, { "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." + "reason": "Qwen3Moe FP8 config failure vs init_empty_weights unexpected _is_hf_initialized arg; different initialization/quantization problems." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "Nonsensical SigLIP2 outputs and OmDet-Turbo processor size mismatch are unrelated vision issues." + "reason": "Model loading failure for ScandiBERT vs Mistral tokenizer backend_tokenizer crash; unrelated." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different affected models and different failure mechanisms: loading a model vs tokenizer regex patching." + "reason": "v5.1 model load regression vs Mistral regex patch tokenizer crash; different models and failure sites." }, { "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." + "reason": "Early stopping metric lookup vs num_input_tokens_seen not updating; trainer issues but unrelated." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token conflict is unrelated to loading facebook/MobileLLM-125M." + "reason": "Tokenizer method-name conflict vs KeyError loading MobileLLM-125M; separate bugs." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to the Float8 storage lookup error." + "reason": "Both are float8-adjacent, but one is a model/config failure and the other is a missing storage-object type; different layers." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "AddedToken special-arg conflict and loading physical-intelligence/fast are different tokenizer/model-loading failures." + "reason": "Generation performance overhead vs cache sequence-length return type bug; performance vs API contract, not duplicates." } ] }, @@ -3493,10 +3496,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:33666", "issue:35707", @@ -3506,7 +3509,6 @@ "issue:41553", "issue:41720", "issue:42796", - "issue:43089", "issue:43296", "issue:43322", "issue:43381", @@ -3520,6 +3522,7 @@ "issue:43632", "issue:43746", "issue:43792", + "issue:44062", "issue:44079", "issue:44220", "issue:44265", @@ -3533,6 +3536,7 @@ "issue:44756", "issue:44811", "issue:44877", + "issue:44987", "issue:44991", "issue:45216", "issue:45325", @@ -3541,14 +3545,13 @@ "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:44062|issue:44987", "issue:43322|issue:43540", "issue:44479|issue:45325", "issue:45216|issue:45357", @@ -3561,237 +3564,230 @@ "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:44403|issue:44991", "issue:43381|issue:45923", + "issue:43792|issue:44589", "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:43525", "issue:43482|issue:45538", "issue:43632|issue:44534", - "issue:41553|issue:43582", - "issue:43531|issue:44291" + "issue:41553|issue:43582" ], - "prepared_review_unit_hash": "3900eff2bc4e39cc0ee127ee773aa734478ea643bbf55588f7fe0226785f63e2", + "prepared_review_unit_hash": "5b3a90f04dac268f76efef197ead297c88b37ae7b496e2993d4a1171d9b98691", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35940, - "estimated_input_tokens": 8985, - "estimated_eval_tokens": 18226 + "soft_pair_count": 29, + "serialized_chars": 35636, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 }, "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.", + "summary": "This cluster is mostly a set of unrelated model-/feature-specific bug reports that only share superficial wording (tokenizers, Qwen, loading, regressions). The only plausible duplicate pair is the Qwen3.5 save_pretrained regression reports.", + "confidence": 0.9, + "canonical_issue_reason": "No single global canonical issue for the whole cluster; the items are heterogeneous. If forced to anchor on the only clear subcluster, issue 45216 is the best representative for the Qwen3.5 save_pretrained regression family.", "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_issue_reason": "Issue 45216 is the strongest representative because it matches the only likely duplicate mini-cluster (with 45357) and has the broadest regression description.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Different problems: generation sync/dispatch overhead vs. StaticCache return-type contract." + "reason": "Different failures: torch.export/torch_compilable_check vs a processor image-size mismatch. Same broad vision stack, but not the same bug." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Unrelated bugs: torch.export with torch_compilable_check vs. OmDet processor image-size mismatch." + "reason": "Both involve loading/tokenizer behavior, but one is an AddedToken keyword conflict and the other is a v5 loading failure for a specific model; roots are different." }, { "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." + "reason": "Different models and code paths: Llava Next loading segfault vs Qwen3OmniMoe video processing ValueError." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Different Qwen2.5-VL regressions: video-input handling vs. still-image temporal position_id scaling." + "reason": "Both are Qwen VL regressions, but one is a video-input regression and the other is a still-image rope/position-id scaling issue." }, { "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." + "reason": "Same Qwen3.5 save_pretrained regression family: one reports incorrect checkpoint output generally, the other pinpoints wrong visual encoder keys from the same save path." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer load error and CUDA assert in device mapping are unrelated." + "reason": "Unrelated: tokenizer method-name conflict vs Qwen3 auto device mapping causing cudaErrorAssert." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3-MoE sliding_window vs. strict config loading for granite_speech." + "reason": "Distinct problems: Qwen3-MoE sliding_window behavior vs strict config blocking granite_speech loading." }, { "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." + "reason": "Both tokenizer-related, but one is a loading regression for a specific tokenizer and the other is a performance regression in convert_tokens_to_ids." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility is unrelated to noisy loading logs." + "reason": "Different concerns: torch version incompatibility vs noisy loading output." }, { "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." + "reason": "Different models and symptoms: PaddleOCR-VL load failure vs Qwen3-MoE sliding_window issue." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction issue and compiled flex_attention failure are unrelated." + "reason": "Unrelated code paths: fbank feature extraction vs compiled flex_attention on newer torch." }, { "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." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." }, { "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." + "reason": "Both touch Qwen2.5-VL, but one is iterable-dataset finetuning with multiple images and the other is a still-image temporal-position regression." }, { "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." + "reason": "Different tokenizers and failures: Granite token ID regression vs CodeLlama leading-space round-trip issue." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Unrelated regressions: _is_hf_initialized handling vs. mmap/OOM on Strix Halo." + "reason": "Unrelated regressions: _is_hf_initialized flag breakage vs mmap/OOM behavior on Strix Halo." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Whisper model runtime failure and Float8 storage lookup error are unrelated." + "reason": "Noise on model load is not the same as a tokenizer loading failure for a specific model." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing misuse is not the same as missing supports_gradient_checkpointing metadata." + "reason": "One is eval-mode gradient checkpointing usage, the other is a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs: Whisper runtime failure vs missing Float8 storage registration." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are different issues." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "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." + "reason": "Both are Qwen VL training reports, but they describe different model versions and different failure modes." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights argument compatibility is unrelated to float8 storage resolution." + "reason": "Different compatibility issues: init_empty_weights/_is_hf_initialized vs Float8 storage lookup." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 shared_kv_states rebuilding are different bugs." + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression and Whisper batch_decode special-token handling are unrelated." + "reason": "Completely different symptoms and subsystems: perplexity regression vs Whisper batch_decode special-token handling." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to DeepSeek accuracy regression." + "reason": "Tokenizer BPE-marker bug vs downstream accuracy regression after upgrade; no shared code-path evidence." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Different model-loading failures: GGUF/v5 compatibility vs. missing pad_token_id on Llama4Config." + "reason": "Different generation/training scenarios and different model families; not a duplicate." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + "reason": "Both are load-time issues, but one is GGUF/v5 compatibility and the other is a missing config attribute; distinct bugs." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading regression and CLIPTokenizer model_max_length behavior are unrelated." + "reason": "No meaningful overlap: GGUF loading failure vs CLIPTokenizer model_max_length behavior." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Different v5 regressions affecting different internals; not the same code path." + "reason": "Different v5 regressions affecting different internals; one is a flag, the other is buffer initialization." }, { "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." + "reason": "Bad AutoTokenizer error messaging and AppleSilicon allocator TypeError are unrelated." } ] }, "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." + "feedback": "The summary is grounded in the packet: the cluster is heterogeneous, and the only clearly supported duplicate subcluster is 45216/45357. The soft-edge verdicts are mostly conservative and the accepted pair is plausibly the same Qwen3.5 save_pretrained regression family. No evidence of overstating beyond the packet." }, "evaluator_used": true, "retried": false, @@ -3807,10 +3803,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:40444", "issue:41720", @@ -3824,6 +3820,7 @@ "issue:43454", "issue:43482", "issue:43493", + "issue:43531", "issue:43611", "issue:43632", "issue:43644", @@ -3841,7 +3838,6 @@ "issue:44291", "issue:44462", "issue:44466", - "issue:44479", "issue:44534", "issue:44568", "issue:44829", @@ -3857,253 +3853,252 @@ "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:41720|issue:45081", "issue:44079|issue:44534", + "issue:41720|issue:45081", "issue:44462|issue:45812", "issue:43818|issue:46402", - "issue:43818|issue:45357", "issue:43611|issue:43646", + "issue:43818|issue:45357", "issue:43377|issue:45491", - "issue:42175|issue:43296", "issue:43644|issue:44079", + "issue:42175|issue:43296", "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:43493|issue:43994", + "issue:45325|issue:45381", "issue:45325|issue:45834", + "issue:40444|issue:45381", "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" + "issue:43296|issue:45800" ], - "prepared_review_unit_hash": "c85596188b33837ecaa32ac92b1aa5912795ea2a0cd60992c106e0f1b316ed12", + "prepared_review_unit_hash": "156fe70f6415e31e80a43c13f87527ee949cba1c0c66203cded97fe57a5c7208", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36631, - "estimated_input_tokens": 9158, - "estimated_eval_tokens": 18572 + "serialized_chars": 36010, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 }, "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.", + "summary": "Mostly a collection of distinct regression reports, with only a few clear duplicate pairs. The strongest matches are the v5 model-init/loading regression, the SigLIP2 output discrepancy, and the Qwen2.5-VL position-id/rope-index bug. The 43644/44534 pair should be described conservatively as a near-exact title/regression match, not an exact title match.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43644 is the best canonical issue because it is the earlier report and the closest title/regression match for issue:44534; both describe the same Transformers v5 non-persistent-buffer bug.", "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_issue_reason": "issue:43644 is the best representative issue because it names the v5 buffer regression most directly and can anchor the near-duplicate pair with issue:44534.", "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." + "reason": "Different bugs: device_map/offload loading failure versus Qwen3 MoE training memory usage." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different code paths: Qwen3-MoE sliding_window behavior versus init_empty_weights/_is_hf_initialized loading error." }, { "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." + "reason": "Both mention TensorFlow availability, but these read as different packaging/runtime failures rather than the same concrete bug." }, { "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." + "reason": "Tokenizer-related but not the same bug: runtime post-processor updates versus BOS/EOS not being added." }, { "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." + "reason": "Different failure modes and model behaviors; these do not look like one fixable regression." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Unrelated code paths: Qwen3 device-mapped CUDA assert vs. Mistral tokenizer regex patch crash." + "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate regressions." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate internals with different symptoms." + "reason": "Unrelated areas: CUDA assert with device mapping versus tokenizer regex patch crash." }, { "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." + "reason": "Both are AutoTokenizer regressions, but they affect different behaviors and appear to have different root causes." }, { "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." + "reason": "Different models and different failures; no clear shared code path." }, { "left": "issue:43611", "right": "issue:43646", + "accept": true, + "reason": "Both describe the same v5 model-initialization/loading regression affecting custom model subclasses and could plausibly be fixed together." + }, + { + "left": "issue:43818", + "right": "issue:45357", "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." + "reason": "Different model families and failure modes; not the same bug." }, { "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)." + "reason": "Batching/padding-mask mismatch versus NaNs from sliding-window all-padding windows are related only at a high level." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Packaging/backend installation issue vs. a vLLM model-load failure for PaddleOCR-VL; not the same bug." + "reason": "Non-persistent buffer initialization and ModelOutput key assignment are unrelated regressions." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Non-persistent buffer serialization and ModelOutput key handling are unrelated implementation details." + "reason": "TensorFlow backend packaging issue versus PaddleOCR-VL load failure in vLLM; not the same bug." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment do not share a code path." + "reason": "FSDP CPU RAM efficient loading is unrelated to ModelOutput key handling." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "`torch.export` / `torch_compilable_check` failure is unrelated to dtype mismatch during bfloat16 inference." + "reason": "torch.export/torch_compilable_check failure is unrelated to the bfloat16 dtype mismatch report." }, { "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." + "reason": "Whisper execution failure and meta-device loading breakage are different problems." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:43454", + "right": "issue:44466", "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." + "reason": "Related around tied weights/lm_head, but the concrete bugs differ: weight tying failure versus device-dependent serialization." }, { "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." + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy causing wrong outputs versus expected behavior." }, { - "left": "issue:40444", + "left": "issue:45325", "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." + "accept": true, + "reason": "Same Qwen2.5-VL rope/position-id regression in transformers 5.3.0, with still-image and video symptoms." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL position IDs and Kosmos2.5 OCR long-input indexing are unrelated." + "reason": "Qwen2.5-VL position-id bug and Kosmos2.5 OCR index error are unrelated model-specific failures." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but the finetuning/multi-image dataset failure and the position-id regression are different bugs." }, { "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." + "reason": "Different models and different failure modes; not the same regression." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "`init_empty_weights` argument handling and strict config loading are separate compatibility issues." + "reason": "The _is_hf_initialized/init_empty_weights regression is unrelated to strict granite_speech config loading." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "`_is_hf_initialized` flag handling and bfloat16 dtype mismatches are distinct regressions." + "reason": "_is_hf_initialized loading/init regression and bfloat16 dtype mismatches are separate issues." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior and tokenization-version changes are not the same underlying bug." + "reason": "Quantization/offloading behavior is unrelated to tokenization changing across transformers versions." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL positional-id computation." + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL position-id scaling are unrelated." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen video position IDs are different subsystems." + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to Qwen2.5-VL vision position ids." }, { "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." + "reason": "PaddleOCR-VL model loading in vLLM and torch/transformers incompatibility are different problems." } ] }, "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." + "feedback": "The summary is mostly grounded, but it overstates one key point: issue:43644 and issue:44534 are not an exact title match in the packet ('fills non-persistent buffers with junk' vs 'Transformers v5 fills non-persistent buffers with junk'), so the canonical_issue_reason is too strong. It should be phrased as a near-exact title match / same regression, not exact. A couple of the accepted soft edges also feel plausible rather than clearly proven, so the overall wording should stay more conservative." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4115,10 +4110,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:34634", "issue:35707", @@ -4151,12 +4146,12 @@ "issue:44186", "issue:44265", "issue:44387", + "issue:44479", "issue:44488", "issue:44534", "issue:44568", "issue:44610", "issue:44898", - "issue:44991", "issue:45072", "issue:45584", "issue:45704", @@ -4170,6 +4165,7 @@ "issue:46315" ], "soft_pairs": [ + "issue:44479|issue:45823", "issue:43606|issue:44265", "issue:43262|issue:43746", "issue:40990|issue:45584", @@ -4179,10 +4175,10 @@ "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:41720|issue:45823", "issue:43377|issue:44610", + "issue:46305|issue:46315", "issue:43257|issue:45923", "issue:44568|issue:45920", "issue:43454|issue:45072", @@ -4195,227 +4191,235 @@ "issue:43749|issue:44534", "issue:43572|issue:45759", "issue:43322|issue:46050", - "issue:41720|issue:43322", "issue:43526|issue:43883", + "issue:41720|issue:43322", "issue:36331|issue:42617", - "issue:43881|issue:44991", "issue:44387|issue:45704" ], - "prepared_review_unit_hash": "9cb385d2d582585269e3cb3dc8da405622eea04403bc110d4ae3992f6a9305a0", + "prepared_review_unit_hash": "24735a366b5e0d9e766fafc9564627cc55d917f0d83b2063a0336d35caf9218b", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36835, - "estimated_input_tokens": 9209, - "estimated_eval_tokens": 18674 + "serialized_chars": 36858, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "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.", + "summary": "The cluster is largely heterogeneous: most items are distinct model-, tokenizer-, training-, or loading-specific bugs that only share broad subsystem vocabulary. I\u2019d treat issue 43873 as the best canonical issue because it is the broadest offload/quantization regression and one soft pair (43317) looks like a plausible concrete instance of it.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43873 is the broadest and most central load/offload/quantization regression in the set, and it cleanly subsumes the one plausible duplicate (issue:43317) better than the other candidates.", "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_issue_reason": "issue:43873 is the best representative of the cluster\u2019s most repeated failure mode: loading/offloading under quantization with device-map behavior. It is still only a partial fit because the rest of the items are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failures: a video-input regression vs a Gemma4 device-mismatch bug." + }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to torch.export/torch_compilable_check failures." + "reason": "Both involve loading/export trouble, but one is Bark CPU offload and the other is torch.export with torch_compilable_check; different bugs." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated code paths." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity on gpt-oss-20b and Whisper empty-transcription failures are different model/code paths." + "reason": "GPT-OSS perplexity on WikiText-2 and Whisper empty-transcription failure are distinct symptoms with no shared bug signature." }, { "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." + "reason": "Progressive generation with inputs_embeds/past_key_values 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." + "reason": "BarkProcessor voice_preset and generation with inputs_embeds/past_key_values are different features and failures." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "glm-4v-9b loading failure and sleng-bert tokenizer loading failure are separate issues." + "reason": "Both are model-loading failures, but they involve different models and likely different root causes." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "weight tying bug in AyaVision is unrelated to Bamba SDPA torch.compile failures." + "reason": "Weight-tying failure in AyaVisionConfig and torch.compile SDPA failure in Bamba-9B-v2 are unrelated." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark CPU offload mismatch does not match DAC.from_latents vs forward inconsistency." + "reason": "CPU offload device mismatch in Bark-small is not the same bug as DAC.from_latents differing from forward due to missing STE." }, { "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." + "reason": "Documentation/example errors for SigLIP2 do not match the Qwen2.5-VL iterable-dataset multi-image finetuning failure." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes are unrelated to export failures involving torch_compilable_check." + "reason": "Tokenizer crashes on NER/padding are unrelated to export failures triggered by torch_compilable_check." }, { - "left": "issue:46305", - "right": "issue:46315", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "Moonshine streaming mask off-by-one and tokenizer conversion slowdown are different regressions." + "reason": "Both mention device placement, but the models and failure modes are different." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo processor/model image-size mismatch." + "reason": "Missing padding-mask support in MIMI encoding is unrelated to OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "A sliding-window off-by-one and tokenizer conversion slowdown are different regressions." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE weight-conversion/loading bug is unrelated to missing gradient-checkpointing flag." + "reason": "Qwen3 MOE weight conversion during accelerate/deepspeed loading is unrelated to a 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." + "reason": "Special-token insertion failure for one tokenizer is not the same bug as broad wrong-token-id regressions across several models." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision weight tying and bfloat16 dtype mismatches are separate problems." + "reason": "Weight tying and bfloat16 dtype mismatches are separate issues." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + "reason": "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." + "accept": true, + "reason": "Both point to the same accelerate/device_map offload + quantization loading path; 43317 reads like a concrete instance of 43873." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "MIMI batch-padding behavior is unrelated to Perceiver non-default-resolution failures." + "reason": "BEiT label reduction and Molmo tied-weights attribute errors are unrelated." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "High perplexity evaluation and ineffective gradient checkpointing are different concerns." + "reason": "A CUDA assert on Qwen3 auto device mapping and a Llava Next segmentation fault are different load-time failures." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe FineGrainedFP8Config failure." + "reason": "CustomTrainer compute_loss API breakage is unrelated to running 3d_parallel.py." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk initialization are distinct loading bugs." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are not clearly the same underlying bug." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to composite Qwen text_config unwrapping." + "reason": "Missing pad_token_idx in one config and failing to unwrap text_config in composite multimodal configs are different config bugs." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next loading segfault and sinq save/load breakage are different code paths." + "reason": "Llava Next segfaults and sinq save/load breakage are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Label reduction in an image processor does not match a missing all_tied_weights_keys attribute." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 device-map cuda asserts and Llava Next segfaults are unrelated failures." + "reason": "Same as above: different models and different failure modes." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weights attribute error." + "reason": "Weight tying in AyaVisionConfig and BitNet packed-weight unpacking are separate issues." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch is unrelated to 3d_parallel.py runtime failure." + "reason": "Padding-mask inconsistency in MIMI and Perceiver non-default-resolution failure are not the same bug." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Different tokenizer-loading failures affecting different models; not the same underlying bug." + "reason": "Perplexity regression and ineffective gradient checkpointing with PEFT LoRA are unrelated." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 CUDA memory regression and T5 apex RMSNorm leak are separate memory issues." + "reason": "Int4 quantization OOM and apex FusedRMSNorm memory leak are different memory issues with different causes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the cluster is indeed mostly heterogeneous, and 43873 is the strongest canonical choice among the load/offload/quantization-related items. The only accepted soft pair, 43317 vs 43873, is a conservative and plausible match based on the titles alone. No obvious overstatement of evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4427,10 +4431,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:26413", "issue:28530", @@ -4455,6 +4459,7 @@ "issue:43708", "issue:43720", "issue:43873", + "issue:43881", "issue:44008", "issue:44186", "issue:44361", @@ -4481,6 +4486,7 @@ "issue:46665" ], "soft_pairs": [ + "issue:43881|issue:44991", "issue:41720|issue:44977", "issue:36331|issue:42915", "issue:44466|issue:45357", @@ -4499,9 +4505,9 @@ "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:42915|issue:43317", + "issue:44008|issue:45823", "issue:36010|issue:42617", "issue:44423|issue:45406", "issue:45632|issue:45684", @@ -4513,227 +4519,236 @@ "issue:36331|issue:41720", "issue:44186|issue:44361" ], - "prepared_review_unit_hash": "2da19d6f7181088c343052b671db5ae11609223edd65766a43ac8db168aaf589", + "prepared_review_unit_hash": "80ffa973683baf247f05f211d765e8008f0bdef86e1232ead3d832d0b6c7e2e4", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36498, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37328, + "estimated_input_tokens": 9332, + "estimated_eval_tokens": 18920 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "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.", + "summary": "Mostly heterogeneous bug reports with one plausible duplicate-like pair around custom model initialization/from_pretrained behavior in Transformers v5; the rest are different model-, tokenizer-, offload-, or training-specific issues.", "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_issue_reason": "issue:43646 is the broadest, most central framework-level regression report in the set and best matches the only near-duplicate custom-loading symptom.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 has the best combination of scope, activity, and likely downstream relevance for anchoring this cluster.", + "best_issue_reason": "issue:43646 is the best anchor for this cluster because it is the most general implementation-level issue, but the cluster is still largely non-duplicate noise.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different loading failures; only broadly about loading/tokenizers." + }, { "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." + "reason": "Both involve Qwen-family models, but one is device-mapping/assertion during load and the other is flash-attention generation behavior." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unrelated code paths: custom trainer compute_loss signature vs Qwen3Moe FP8 loading failure." + "reason": "Unrelated trainer API mismatch vs Qwen3-MoE fine-grained FP8 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." + "reason": "Both touch save_pretrained serialization, but they concern different model components and distinct bugs." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Config-loading failure and tokenizer-loading failure are distinct issues affecting different artifacts." + "reason": "Different regression classes: strict config loading vs tokenizer loading for a specific model." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch shape bug vs tokenizer behavior change; not the same underlying defect." + "reason": "Video batching shape bug is unrelated to tokenization/version-dependent text behavior." }, { "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." + "reason": "Perplexity regression is not the same as tokenization changes." }, { "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." + "reason": "Same Sam3 family, but different subsystems: pixel decoder dummy layer vs text encoder weight loading." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Completely different training/runtime problems and model contexts." + "reason": "Different failures: Qwen2-VL device mapping vs 3d_parallel.py runtime issue." }, { "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." + "reason": "Both are offload/memory-related, but they describe different mechanisms and platforms." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash vs dtype mismatch in unrelated models; no shared concrete code path." + "reason": "Tokenizer crashes vs dtype mismatches are unrelated bugs." }, { "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." + "reason": "Checkpoint resume iterator bug is unrelated to early-stopping metric detection." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different failure modes: torch.compile/SDPA vs accelerate loading of packed weights." + "reason": "Different code paths: torch.compile/SDPA vs accelerate loading of packed BitNet weights." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype loading bug and resume_from_checkpoint max_steps bug are unrelated." + "reason": "Model dtype loading issue vs trainer max_steps calculation bug." }, { "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." + "reason": "Both mention saved/tied weights, but the affected models and concrete failures differ." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor/tokenizer API regression vs tokenization changes; too generic to merge as one bug." + "reason": "Processor/tokenizer API regression is not the same as generic version-dependent tokenization changes." }, { "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." + "reason": "torch.compile/SDPA failure is unrelated to 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." + "accept": true, + "reason": "Both point to the same custom model/from_pretrained initialization path breaking under Transformers v5, with closely matching symptoms." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash and image-size mismatch are separate preprocessing bugs." + "reason": "Different vision-tokenizer/processor bugs for different models and inputs." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Variable-name collision in one model\u2019s forward pass vs device_map auto forward mismatch in another model." + "reason": "Both involve image resolution handling, but the model families and failure modes differ." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Different quantization/offload problems with different root causes and execution stages." + "reason": "Qwen3-MoE FP8 failure and dequantized device_map offload failure are separate loading/runtime bugs." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Both are image-resolution mismatches, but they affect different processors/models and likely need different fixes." + "reason": "Different Gemma model variants and different forward-path problems." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError in generation API is unrelated to failing to run a 3d parallel script." + "reason": "ImportError for GenerationMixin is unrelated to the 3d_parallel.py execution issue." }, { "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." + "reason": "Both affect serve/multimodal processors, but they fail in different code paths with different missing attributes." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision and permission propagation are unrelated save/load behaviors." + "reason": "Cache-path collision and read-only file permission propagation are distinct save/trust_remote_code issues." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different model families and parallelism features; no shared concrete bug." + "reason": "Different model-parallel problems: auto device mapping vs tensor-parallel-only failure." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are unrelated." + "reason": "Early stopping metric resolution 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." + "reason": "Qwen3-MoE sliding-window bug and StableLmConfig pad_token_idx regression are unrelated." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are unrelated." + "reason": "CamemBERT MLM prediction regression is unrelated to Qwen3.5 recurrent-state caching." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Quantized model loading and pipeline import dependency validation are different code paths." + "reason": "Qwen3-MoE FP8 failure is unrelated to kernels import/version constraints." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen2-VL multi-GPU training." + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen device-mapping failure." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer crashes in different models; no evidence of the same underlying bug." + "reason": "Both are tokenizer-related, but they affect different tokenizers and different task/padding behaviors." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted pair, issue:43646 vs issue:46665, is plausibly related through custom model/from_pretrained loading in Transformers v5, while the rest of the soft-edge rejections are appropriately cautious and do not overstate duplication." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4745,10 +4760,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:28530", "issue:29159", @@ -4808,236 +4823,230 @@ "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:43540|issue:43782", "issue:44492|issue:44509", + "issue:29159|issue:36032", + "issue:43606|issue:43720", "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:43606|issue:43653", "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:44451|issue:44991", "issue:44077|issue:44625", "issue:44625|issue:45479", "issue:43644|issue:46665" ], - "prepared_review_unit_hash": "06145b8c09b919cfcf1ac17d0e81863523ae5298075d43ebb14a0d5dee6144b5", + "prepared_review_unit_hash": "b370365e254ff8977dd5fc4dbba60464f35e01cd358a9c712a522e5cb11f8db1", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36375, - "estimated_input_tokens": 9094, - "estimated_eval_tokens": 18444 + "serialized_chars": 36380, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 }, "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, + "summary": "No soft-edge pair looks like the same underlying bug/change. The set is a heterogeneous mix of unrelated tokenizer, config, multimodal, offloading, and docs issues.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share a single underlying root cause.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No issue is a good global representative; selecting any one would mischaracterize the unrelated set.", + "best_pr_reason": "No pull requests are present.", "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." + "reason": "BeitImageProcessorFast label reduction and a GLM-4v model loading failure are unrelated subsystems and failure modes." }, { "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." + "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is GPTNeoX rotary_pct reload behavior; different bugs." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Unrelated bugs: Qwen3Moe FP8 config failure vs Llava Next segmentation fault on load." + "reason": "Qwen3 MoE FP8 config loading and Llava Next segmentation faults are different model/loading paths with no shared root cause." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric resolution and void segmentation map processing are different issues." + "reason": "Early stopping metric resolution and void segmentation map processing are unrelated." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "A MacOS CLIP bus error and generation with inputs_embeds/past_key_values are distinct issues." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset behavior are not the same bug." + "reason": "Image processor void-segmap 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." + "reason": "Quantization/offloading memory usage and a T5 RMSNorm memory leak are different code paths and symptoms." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Different models and code paths: SDPA/torch.compile failure vs tokenizer special-token registration." + "reason": "torch.compile+SDPA failure and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:44387", + "right": "issue:45701", "accept": false, - "reason": "Tokenizer fast/slow inconsistency is not the same as the T5 add_special_tokens load-time conflict." + "reason": "An int4 quantization OOM and a tokenization-version change are not the same underlying change." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video input processing differs from Qwen3VL weight_only loading failure." + "reason": "Qwen3OmniMoe video processing and Qwen3VL weight_only loading errors affect different models and logic." }, { - "left": "issue:44387", - "right": "issue:45701", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Memory/OOM under int4 quantization is unrelated to tokenization behavior changes across versions." + "reason": "A cache-strategy typo and stale docs about removed pipeline tasks are unrelated documentation issues." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are different problems." + "reason": "Slow/fast tokenizer inconsistency and T5Tokenizer load-time add_special_tokens name conflict are different tokenizer bugs." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "A cache-strategy typo is unrelated to stale docs mentioning removed pipeline tasks." + "reason": "CPU offload device mismatch in Bark and packed-weight unpacking in BitNet are different accelerate-loading failures." }, { "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." + "reason": "Non-persistent buffer initialization and from_pretrained inside Python classes are not the same bug." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to unwrapping text_config in composite multimodal configs." + "reason": "Qwen3-MoE sliding_window behavior and composite Qwen multimodal config unwrapping are distinct configuration issues." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to GraniteSpeech PEFT local checkpoint loading." + "reason": "A800 cudaErrorAssert under auto device mapping and GraniteSpeech PEFT local checkpoint loading are unrelated." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path slash import warning and multimodal token-counting undefined-variable bug are different." + "reason": "Trailing-slash local path import warnings and undefined variables in a multimodal video token-count path are different issues." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Different models, symptoms, and root causes: offload mismatch vs tokenizer special-token registration." + "reason": "gather_for_metrics dropping tuple labels and SAM3 text/bounding-box behavior are unrelated." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Metric gathering on tuple labels is unrelated to SAM3 text/bbox processing behavior." + "reason": "A device-mismatch offload bug and a tokenizer special-token registration bug do not share a root cause." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming API failure are distinct service/runtime issues." + "reason": "Gemma4Processor serve crash due to missing _tokenizer and Qwen3.5 streaming chat/completions failure are different serving bugs." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting is unrelated to progressive generation cache behavior." + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cuda assertions are different models and failures." }, { "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." + "reason": "Incorrect save_pretrained visual encoder keys and missing text encoder weight loading are opposite-direction multimodal serialization bugs on different models." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are different configuration issues." + "reason": "Qwen3-MoE sliding_window behavior and a Float8 storage lookup error are unrelated." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Both are tokenizer/model loading complaints, but for different checkpoints and failure causes." + "reason": "Composite config unwrapping and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different Qwen bugs." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Composite config unwrapping and CPU-offload rotary embedding compatibility are different Qwen3-related bugs." + "reason": "Both mention tokenizer loading, but they involve different models and no evidence of the same underlying regression." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "These are separate config/API issues and do not share the same concrete code path." + "reason": "patchtsmixer post_init validation and Qwen3.5 num_labels propagation are unrelated config issues." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Num_labels propagation bug is not the same as single_label_classification yielding zero loss." + "reason": "num_labels propagation in Qwen3.5 and degenerate zero-loss single-label classification are different bugs." }, { "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." + "reason": "Non-persistent buffer junk values and from_pretrained behavior inside Python classes are not the same issue." } ] }, @@ -5056,10 +5065,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:30064", "issue:36010", @@ -5111,24 +5120,24 @@ "issue:46693" ], "soft_pairs": [ - "issue:44062|issue:44451", "issue:44898|issue:45072", + "issue:44062|issue:44451", "issue:44987|issue:45042", - "issue:44368|issue:45357", "issue:43381|issue:43844", + "issue:44368|issue:45357", "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:43421|issue:43927", "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:44514|issue:44545", "issue:46032|issue:46463", "issue:43746|issue:43873", "issue:43994|issue:44671", @@ -5142,20 +5151,20 @@ "issue:43653|issue:43720", "issue:43295|issue:45834" ], - "prepared_review_unit_hash": "d2fe2f9988b7321f7bff88e09f675a906aaec0e3a557e1881d713076bda5df90", + "prepared_review_unit_hash": "3ebdad3fa7153436e70504979b8e3884102bb4f08f0e5d88154cc11afa5e62ff", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37070, + "serialized_chars": 37069, "estimated_input_tokens": 9268, "estimated_eval_tokens": 18792 }, @@ -5164,201 +5173,201 @@ "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.", + "summary": "This cluster is mostly heterogeneous: the soft pairs span many unrelated tokenizer, vision, loading, and training bugs. I would only merge one pair as a true duplicate: the two Qwen2_5_VLProcessor.apply_chat_template batched-input crashes. All other soft edges look like similarity from shared subsystem wording rather than the same underlying defect.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 44514 is the clearest canonical for the only true duplicate pair (44514/44545): same Qwen2_5_VLProcessor.apply_chat_template batched-input crash, with the earlier and cleaner report.", "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_issue_reason": "Issue 44514 is the strongest global issue candidate in this set because it has an exact duplicate and a narrowly scoped, well-defined failure mode; the rest of the items are mostly unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Different bugs: AddedToken construction error vs a model loading failure for ScandiBERT." + "reason": "Both are model-runtime bugs, but one is Perceiver resolution handling and the other is bfloat16 dtype mismatch; different code paths." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Unrelated code paths: Perceiver image classification resolution handling vs bfloat16 dtype mismatches." + "reason": "Tokenizer AddedToken argument conflict vs model loading failure for ScandiBERT; no shared underlying defect." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different failures: loading a model package vs PIL image processors incorrectly requiring torchvision." + "reason": "Different problems: one is loading a physical-intelligence/fast model, the other is PIL image processors requiring torchvision." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43381", + "right": "issue:43844", "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." + "reason": "Gradient checkpointing in eval mode is unrelated to the ZeRO-3 gradient blow-up regression." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Not the same bug: eval-mode gradient checkpointing restriction vs gradient blow-up with ZeRO-3." + "reason": "Both mention Qwen fine-tuning, but one is a tie_word_embeddings warning and the other is wrong visual encoder keys on save_pretrained." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Different issues: SigLIP2 documentation/model mismatch vs OmDet-Turbo processor image-size mismatch." + "reason": "SigLIP2 doc/example errors are unrelated to OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Completely different systems: Qwen3 device-mapping crash vs a T5 RMSNorm memory leak." + "reason": "Qwen3 device-mapping cuda assert and T5 apex RMSNorm leak are different bugs." }, { "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." + "reason": "Apex memory leak in T5 is unrelated to missing supports_gradient_checkpointing on a trust_remote_code model." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "No shared bug: gradient checkpointing mode handling vs a T5 normalization memory leak." + "reason": "Different failures: eval-mode gradient checkpointing 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." + "reason": "Qwen3-MoE sliding_window behavior and Jupyter custom-model initialization are separate issues." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Unrelated: video processor padding calculation vs FA2 long-context performance regression." + "reason": "SmolVLM video padding bug is unrelated to 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." + "reason": "PEFT adapter local-checkpoint loading and sinq quantized save/load breakage are different persistence paths." }, { "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." + "reason": "TRL SFT input-embedding unpacking and trainer.evaluate after train are not the same bug." }, { "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." + "accept": false, + "reason": "Both involve offline/tokenizer loading, but one is generic cache loading and the other is an unconditional model_info() call in _patch_mistral_regex." }, { "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." + "reason": "Composite Qwen multimodal config handling is unrelated to the missing gradient-checkpointing flag." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Different themes: SigLIP2 docs/model mismatch vs quantization offloading not working as expected." + "reason": "SigLIP2 doc/example issues do not match the quantization offloading regression." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; only title formatting differs." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Unrelated: Mamba2Mixer use_cache correctness bug vs T5 decoder-input validation error messaging." + "reason": "Mamba2Mixer cache correctness and T5 decoder-input error messaging are unrelated." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Different subsystems: PEFT adapter checkpoint loading vs quantization/offloading behavior." + "reason": "PEFT adapter loading and quantization offloading are different load-time problems." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both are model-quality issues, but they are different model families and different failure modes." + "reason": "SigLIP2 wrong outputs in AutoModel/pipeline and CamemBERT masked LM regressions are separate model-specific bugs." }, { "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." + "reason": "Special-token post-processor refresh and BigBirdTokenizer mask-token registration are related broadly to tokenizers but not the same defect." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: image processor void segmentation maps vs GenerationMixin import failure." + "reason": "Image processor void segmentation map failure is unrelated to the GenerationMixin import error." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer bugs: runtime special-token update vs LayoutLMv2 NER/padding-truncation crashes." + "reason": "TokenizersBackend special-token refresh does not match LayoutLMv2Tokenizer NER/padding crashes." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL failures: weight_only loading vs incorrect video vision_position_ids." + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are different multimodal loading/runtime issues." }, { "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." + "reason": "Both touch mistral_regex/tokenizers, but one is an AttributeError in regex patching and the other is a Kimi-K2.5 codec/regression report." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Unrelated: packed-weight loading bug in BitNet vs DAC latent conversion mismatch." + "reason": "Packed-weight loading in BitNet is unrelated to DAC.from_latents vs forward mismatch." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Different issues: tokenizer codec/regex regression vs list_repo_files failing to forward revision." + "reason": "Kimi tokenizer codec issues are unrelated to list_repo_files needing to forward revision." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "No shared underlying bug: BigBird special-token registration vs BitNet accelerate loading." + "reason": "BigBirdTokenizer special-token decode bug and BitNet packed-weight loading bug do not share a code path." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Different failures: processor/tokenizer API regression vs Kosmos2.5 long-OCR index error." + "reason": "processor.tokenizer / image-to-tokenizer regression is unrelated to Kosmos2.5 long OCR input indexing." } ] }, "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." + "accept": true, + "feedback": "The output is grounded in the packet: 44514/44545 are an exact duplicate pair with the same Qwen2_5_VLProcessor.apply_chat_template batched-input failure, and the other soft pairs are conservatively kept separate as distinct bugs with different titles/code paths. The canonical issue choice and summary are reasonable and not overstated." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5371,10 +5380,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:30064", "issue:34634", @@ -5388,6 +5397,7 @@ "issue:43540", "issue:43550", "issue:43596", + "issue:43606", "issue:43611", "issue:43618", "issue:43643", @@ -5418,7 +5428,6 @@ "issue:45081", "issue:45084", "issue:45381", - "issue:45584", "issue:45685", "issue:45834", "issue:46294", @@ -5426,11 +5435,11 @@ "issue:46693" ], "soft_pairs": [ - "issue:43596|issue:44220", "issue:43550|issue:45072", + "issue:43596|issue:44220", "issue:43550|issue:43927", - "issue:44062|issue:44488", "issue:43540|issue:46294", + "issue:44062|issue:44488", "issue:45381|issue:46693", "issue:43618|issue:43697", "issue:43531|issue:43643", @@ -5440,217 +5449,217 @@ "issue:44186|issue:44898", "issue:30064|issue:36331", "issue:43643|issue:44877", - "issue:41720|issue:44991", "issue:43335|issue:43756", + "issue:41720|issue:44991", "issue:43550|issue:43819", - "issue:44843|issue:45081", "issue:44821|issue:45084", "issue:43540|issue:44008", + "issue:44843|issue:45081", "issue:39692|issue:45834", "issue:44485|issue:44509", - "issue:44186|issue:44442", "issue:44448|issue:44671", + "issue:44186|issue:44442", "issue:43644|issue:43749", - "issue:45584|issue:45834", "issue:34634|issue:36010", - "issue:43322|issue:45685" + "issue:43322|issue:45685", + "issue:43606|issue:45072" ], - "prepared_review_unit_hash": "50ef9baa2876d81ad013cafe6b66953d873ca4b7c68099e43f82664462c3f4b1", + "prepared_review_unit_hash": "925f138a788ce05fd363511d99c80eef88d0df343b842843ae9345dd66914096", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36078, - "estimated_input_tokens": 9020, - "estimated_eval_tokens": 18296 + "serialized_chars": 36091, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a 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.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated model-specific regressions, tokenizer/config loading bugs, docs issues, and performance problems. None of the soft edges look like the same underlying bug/change, so all should be rejected.", "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_issue_reason": null, "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_issue_reason": "No single issue is a strong canonical for the cluster; the items are too diverse to represent one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Different failures and subsystems: DeepSpeed ZeRO3/BertModel indexing vs fbank feature extraction." + "reason": "Different models and failure modes: compile/SDPA vs bfloat16 dtype mismatch." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Both mention model/runtime issues, but one is Bamba torch.compile SDPA and the other is dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Unrelated paths: DeepSpeed/BertModel indexing vs audio fbank feature extraction." }, { "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." + "reason": "Different bugs: torch.compile SDPA failure vs config save/load token ID loss." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Tokenizer constructor argument collision is unrelated to loading `cjvt/sleng-bert` failing in a specific model/tokenizer setup." + "reason": "Both video-related, but distinct Qwen models and different processing stages." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:44062", + "right": "issue:44488", "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." + "reason": "Tokenizer special-token TypeError is unrelated to loading cjvt/sleng-bert." }, { "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." + "reason": "Video position IDs bug is unrelated to 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." + "reason": "Different models and symptoms: missing attentions vs output drift in v5." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig missing fields with trust_remote_code." + "reason": "Qwen3-MoE sliding-window issue is unrelated to trust_remote_code config loss." }, { "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." + "reason": "Different loading problems: base_model_prefix breakage vs from_pretrained class usage." }, { "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." + "reason": "Audio feature extraction bug is unrelated to tokenizer-mapping model addition failure." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to DAC.from_latents mismatching forward pass." + "reason": "Tokenizer special-token registration and DAC latent reconstruction are unrelated." }, { "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." + "reason": "Different components: LayoutLMv2 tokenizer crash vs Perceiver image-resolution failure." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor void segmentation maps and CustomTrainer.compute_loss signature mismatch are unrelated bugs." + "reason": "Image processor segmentation-map bug is unrelated to CustomTrainer loss signature." }, { "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." + "reason": "Both involve config loading, but different strictness/missing-field failures." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse layer construction bug and Smollm3 RoPE layer count bug affect different model implementations." + "reason": "Sparse-layer config bug and RoPE-layer truncation are distinct model issues." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Different model paths and symptoms: Bamba torch.compile SDPA failure versus DAC latent reconstruction mismatch." + "reason": "CUDA assert in auto device mapping is unrelated to tokenizer load failure." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Offline model_info call in Mistral regex patch is a different bug from backend_tokenizer attribute access crashing fix_mistral_regex." + "reason": "torch.compile SDPA failure and DAC from_latents mismatch are unrelated." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template compilation failure are unrelated." + "reason": "AutoImageProcessor URL loading and template-node compilation 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()." + "reason": "Different models and bugs: video input ValueError vs variable-name collision." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "SigLIP2 example/documentation issues are distinct from Kosmos2.5 long OCR input index errors." + "reason": "Same helper name, but offline hub call and backend_tokenizer AttributeError differ." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + "reason": "Doc example/model mismatch is unrelated to Kosmos2.5 long OCR index error." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer issues." + "reason": "GLM-5 RoPE implementation discussion is unrelated to removed pipeline docs." }, { "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." + "reason": "Different model regressions with no shared code path." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Non-persistent buffer junk in Transformers 5.0 is not the same as broken FSDP CPU RAM efficient loading." + "reason": "Tokenizer crash and AutoTokenizer loading failure are different bugs." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Whisper empty transcription failure after align_special_tokens is unrelated to Kosmos2.5 OCR index errors." + "reason": "Non-persistent buffer initialization and FSDP loading are different regressions." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import error are unrelated issues." + "reason": "Bark voice_preset bug is unrelated to GenerationMixin import failure." }, { "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." + "reason": "Llava segfault and MPS histogram support error are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different models and device/dtype mismatch contexts." } ] }, @@ -5669,10 +5678,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:28218", "issue:29159", @@ -5684,7 +5693,6 @@ "issue:43540", "issue:43577", "issue:43582", - "issue:43606", "issue:43645", "issue:43716", "issue:43720", @@ -5712,6 +5720,7 @@ "issue:45183", "issue:45381", "issue:45479", + "issue:45584", "issue:45701", "issue:45834", "issue:45987", @@ -5724,230 +5733,230 @@ "issue:46665" ], "soft_pairs": [ - "issue:43606|issue:45072", + "issue:45584|issue:45834", "issue:45183|issue:45479", "issue:43716|issue:44008", "issue:43388|issue:46032", "issue:44479|issue:45834", "issue:43950|issue:45987", + "issue:43582|issue:46512", "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:44561|issue:45020", "issue:44805|issue:44936", "issue:43540|issue:45381", "issue:44610|issue:45072", - "issue:43825|issue:43827", "issue:43720|issue:45072", + "issue:43825|issue:43827", "issue:28218|issue:29159", "issue:43749|issue:44291", "issue:43645|issue:46665", + "issue:43577|issue:43582", "issue:45987|issue:46192", "issue:44671|issue:45701", - "issue:43577|issue:43582", - "issue:42175|issue:45081", - "issue:34634|issue:36331" + "issue:34634|issue:36331", + "issue:42175|issue:45081" ], - "prepared_review_unit_hash": "4924fe691e91b05f7f3542709317f53fb2ed6acf4622cf06a8d042f83aa98b2d", + "prepared_review_unit_hash": "4fbda6deb32bef857389959318023375d79090baca2b2c7c86a1990cc995d81e", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36333, - "estimated_input_tokens": 9084, - "estimated_eval_tokens": 18424 + "serialized_chars": 36326, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 }, "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.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The only plausible duplicate pair is the tokenizer added-token spacing / slow-vs-fast inconsistency report; the rest look like separate bugs across different models, loaders, and training paths.", + "confidence": 0.57, + "canonical_issue_reason": "issue:29159 is the broader tokenizer behavior report and most likely subsumes the more specific added-token spacing symptom in issue:28218.", "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_issue_reason": "issue:29159 is the best representative issue here because it frames the broader tokenizer inconsistency rather than one narrow manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Different failures: CPU-offload device mismatch vs a bfloat16 dtype mismatch in another model." + "reason": "Both are user-facing inference failures, but they involve unrelated models and symptoms (Whisper empty transcription vs Kosmos2.5 OCR index error)." }, { "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." + "reason": "Both mention validation/shape problems, but one is input_ids/inputs_embeds XOR validation and the other is single-label classification loss behavior; different bugs." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Image preprocessor/model dtype mismatch vs Gemma3n forward variable collision; unrelated." + "reason": "Different multimodal models and different failure modes: dtype mismatch in Mistral-3 vs variable-name collision in Gemma 3n forward()." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "gather_for_metrics label truncation is unrelated to Mamba2 use_cache producing incorrect results." + "reason": "Different training/runtime paths: gather_for_metrics last-batch label dropping vs Mamba2 use_cache incorrect results." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Video-input regression and long-OCR index error are different model/input bugs." + "reason": "Both are video/OCR-adjacent regressions only at a very high level; the concrete models and code paths are unrelated." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Silent buffer corruption on load vs StaticCache returning the wrong type; different underlying issues." + "reason": "Both are API-contract style regressions, but one corrupts non-persistent buffers on from_pretrained and the other returns a tensor from get_seq_length." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to from_config leaving config.dtype stale." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline-removal docs/error-message fallout vs Siglip2 nonsensical outputs; not the same bug." + "reason": "One is an incorrect pipeline error message after v5 removals; the other is a model-specific inference issue with AutoModel/pipeline. 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." + "reason": "Tokenizer loading failure for one model is unrelated to kernels v0.15 import requirements for pipelines." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype loading issue vs Video-LLaVA temporal-attention/weight-sharing issue; not a duplicate." + "reason": "Both are model-loading/model-state complaints, but the concrete problems differ: dtype staying float32 vs missing temporal attention/shared weights in Video-LLaVA." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Video feature/token mismatch vs T5 decoder-input validation error; different failure modes." + "reason": "Both involve input validation, but one is Qwen video chat-template feature/token mismatch and the other is T5 decoder input validation messaging." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation issue; different code paths." + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen3.5 flash-attention generation issues." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43421", + "right": "issue:44811", "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." + "reason": "Special-token runtime update for TokenizersBackend is not the same bug as Whisper batch_decode ignoring skip_special_tokens." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Runtime special-token/post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; different artifacts." + "reason": "Both are remote_code-related regressions, but one is specifically removal of is_torch_fx_available and the other is a broad report about recent versions; too coarse to treat as the same bug." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape/indexing error vs trainer.evaluate() after train(); unrelated." + "reason": "Mask/tensor shape mismatch in one issue is unrelated to trainer.evaluate failing after trainer.train()." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError vs Qwen2.5-VL vision_position_ids regression; different bugs." + "reason": "Both are Qwen video-input regressions, but the concrete failures differ (Qwen3OmniMoe value error vs qwen2.5-vl vision_position_ids bug)." }, { "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." + "reason": "Different dtype/shape problems in unrelated models and processors; not the same code-path defect." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch bugs." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to bfloat16 inference dtype mismatches." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention v5 pipeline removals, but one is a runtime error message and the other is stale documentation; separate artifacts, not one bug." }, { "left": "issue:28218", "right": "issue:29159", "accept": true, - "reason": "Both concern tokenizer behavior inconsistencies around added tokens and slow/fast tokenizer output." + "reason": "Same tokenizer-added-token family of bug: the extra-space symptom matches the broader slow-vs-fast tokenizer inconsistency around added tokens." }, { "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." + "reason": "Two distinct loading failures: FSDP CPU RAM efficient loading vs init_empty_weights passing an unexpected _is_hf_initialized argument." }, { "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." + "reason": "Both concern loading custom models in Python contexts, but one is a Transformers 5.0 Jupyter regression and the other is from_pretrained inside Python classes; not the same issue." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different problems entirely: dtype not propagated in BLIP2 vs Apple Silicon caching allocator warmup TypeError." }, { "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." + "reason": "StaticCache.get_seq_length contract bug is unrelated to return_tensors being ignored when text_kwargs is explicitly passed." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression vs a broad tokenization-version-change report; too different to merge." + "reason": "Tokenization-version regressions are related in theme, but one is CamemBERT masked LM predictions and the other is a broad tokenization-change report; not clearly the same bug." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "BLIP2 dtype loading issue vs Apple Silicon warmup TypeError; unrelated." + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss unexpected num_items_in_batch are 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." + "reason": "TensorFlow backend packaging issue is unrelated to the Mistral regex patch crash during tokenizer loading." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative. The tokenizer pair (issue:28218 / issue:29159) is the only clearly plausible duplicate-like match from the titles, and the rest of the soft-edge rejections avoid overstating similarity. No pull-request mergeability concern applies here because these are issue pairs, not PR pairs." }, "evaluator_used": true, "retried": false, @@ -5966,7 +5975,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-479", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:36010", "issue:36331", @@ -6021,25 +6030,25 @@ "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:43262|issue:43819", "issue:44589|issue:45042", + "issue:43742|issue:45020", "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:45084|issue:45538", + "issue:44060|issue:44368", "issue:43526|issue:43697", - "issue:43452|issue:44991", + "issue:43329|issue:45600", "issue:43526|issue:44554", + "issue:43452|issue:44991", "issue:43257|issue:43329", "issue:36010|issue:36331", + "issue:43819|issue:43927", "issue:36010|issue:43645", "issue:43906|issue:46209", - "issue:43819|issue:43927", "issue:43531|issue:45042", "issue:43638|issue:44936", "issue:42175|issue:46291", @@ -6047,202 +6056,202 @@ "issue:42490|issue:43257", "issue:39692|issue:44912" ], - "prepared_review_unit_hash": "a9d64454ebc4182064c4bbba97fd072a81e82544e803615cb4221fbe4766f9a6", + "prepared_review_unit_hash": "b19b629a30e2e67eda5ba0d4e9414c4b3eba2f6408539bb1cc606ca51d213b92", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36584, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "serialized_chars": 36592, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most pairs share only broad subsystem overlap (tokenizers, processors, loading, quantization) but not the same concrete defect. I would not merge any of the suggested soft edges.", - "confidence": 0.18, - "canonical_issue_reason": "No clear duplicate set emerges; if one issue must represent the cluster, issue 45020 is the broadest regression report and most likely to summarize a general transformers-loading breakage theme.", + "summary": "These items are mostly distinct bug reports, not duplicate clusters. The soft pairs share broad subsystem vocabulary, but the concrete symptoms and code paths differ enough that none should be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45020 is the broadest, most central regression here: it describes a clear, user-facing breakage affecting recent Transformers versions and multiple remote_code models.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best umbrella candidate because it is broad, user-facing, and about a version regression that could subsume multiple loading-path failures, whereas most other issues are narrower or model-specific.", + "best_issue_reason": "issue:45020 has the strongest combination of scope, clarity, and impact, making it the best representative issue in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Different bugs: unsafe sys.modules access vs CLIP text-model structure inconsistency." + "reason": "Different bugs: unsafe sys.modules access in modeling_utils vs CLIP text-model structural inconsistency." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Unrelated: BigBirdTokenizer special-token decode bug vs BitNet MXFP4 loading/quantization fallback." + "reason": "One is a tokenizer special-token decode problem; the other is a packed-weight quantization/loading regression." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-size handling issues, but they affect different processors and different failure modes." - }, - { - "left": "issue:43262", - "right": "issue:43819", - "accept": false, - "reason": "Different code paths: audio chat-template sampling-rate default vs DAC latent reconstruction mismatch." + "reason": "Both involve image processors, but they are different models and different counting/padding bugs." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "No shared defect; Apple Silicon allocator warmup TypeError is unrelated to CUDA AMP loss crashes." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the CUDA AMP loss crash." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "A specific key error on one model is not the same concrete bug as a broad remote_code regression." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent/STE forward mismatch." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Different components entirely: float8 storage lookup vs PIL backend torchvision dependency requirement." + "reason": "Float8 storage lookup failure is a different code path from PIL backend torchvision dependency handling." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific key error for MobileLLM loading is not the same as the broader remote_code regression." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are loader/processor attr errors, but they hit different models and different missing attributes." + "reason": "Mistral regex patching failure and Gemma4 processor missing _tokenizer are separate tokenizer/processor issues." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different models and different logic: weight_only loading error vs rope index scaling bug." + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL rope index scaling are different failures." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Same external dependency appears, but the defects are different: import failure vs continue_final_message behavior." + "reason": "Gemma4 processor import breakage from mistral_common is unrelated to continue_final_message behavior." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Related warning theme, but one is an incorrect tied-weights implementation and the other is a user-facing config warning during fine-tuning." + "reason": "torch.compile SDPA failure in Bamba is unrelated to MXFP4 loading fallback in git-oss-20b." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Completely unrelated: template compilation TypeError vs tokenizer model_max_length handling." + "reason": "Template-node compilation error does not match CLIPTokenizer max_length misconfiguration." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Different failures in different execution paths: torch.compile/SDPA vs quantization load fallback." + "reason": "Both mention tied-weights warnings, but they describe different models and different underlying warning logic." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to RTDetrV2 output changes in v5." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "No common bug; multimodal token counting and auto_mappings config references are separate problems." + "reason": "Undefined video-multimodal token helpers are unrelated to stale auto_mappings references." }, { "left": "issue:43526", - "right": "issue:43697", + "right": "issue:44554", "accept": false, - "reason": "Different models and symptoms: label reduction bug vs RTDetrV2 output mismatch in v5." + "reason": "A BEiT processor label bug is not the same as the MPS attention correctness issue." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve loading, but one is gguf_file support and the other is a tokenizer regression for a specific model." - }, - { - "left": "issue:43526", - "right": "issue:44554", - "accept": false, - "reason": "No overlap beyond being bugs; image processor label reduction is unrelated to MPS attention correctness." + "reason": "gguf_file/from_pretrained breakage is broader and different from a specific tokenizer-loading regression for one model." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Different subsystems: MoE weight conversion during accelerate/deepspeed loading vs multimodal token counting." + "reason": "Qwen3-MoE loading with accelerate+deepspeed is unrelated to multimodal token counting in video branches." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Distinct regressions: import path breakage vs Trainer custom compute_loss signature change." + "reason": "ImportError for GenerationMixin and a custom compute_loss signature mismatch are unrelated training/import bugs." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Both are v5 breakages, but one is a specific import error and the other is a notebook custom-model initialization issue." + "reason": "Importing GenerationMixin and Jupyter custom-model initialization regression are different problems." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "Unrelated issues; isolated reproduction of an older bug is not the same as FP8 inference on B200." - }, - { - "left": "issue:43819", - "right": "issue:43927", - "accept": false, - "reason": "Different defects: DAC forward/from_latents mismatch vs config save/load dropping token IDs." + "reason": "The reproduction of an older issue is unrelated to the FP8 B200 inference failure." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "No shared underlying bug; Qwen3-MoE sliding window and PIL backend torchvision dependency are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Trainer lifecycle error and deepspeed zero3/Bert initialization issue are not the same concrete problem." + "reason": "Zero-3 index error during Bert training is different from trainer.evaluate() failing after train()." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Different package/entrypoint regressions: extra dependency selection vs kernels version requirement in pipelines import." + "reason": "Missing TensorFlow in the torch extra and kernels import requirements are unrelated dependency issues." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Different areas and failure modes: packed-weight unpacking vs image processor output size mismatch." + "reason": "BitNet packed-weight loading and OmDet-Turbo input-size mismatch do not share the same code path." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local path import warning and Qwen3 MoE loading/weight conversion are unrelated." + "reason": "Trailing-slash local model import warning is unrelated to Qwen3-MoE accelerate/deepspeed loading." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Both mention quantization, but they concern different models and different bugs, so they are not duplicates." + "reason": "SigLIP2 documentation errors are unrelated to MXFP4 quantization fallback in git-oss-20b." } ] }, @@ -6261,13 +6270,15 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ + "issue:28282", "issue:29159", "issue:34567", + "issue:34689", "issue:38175", "issue:40990", "issue:42915", @@ -6293,7 +6304,6 @@ "issue:44291", "issue:44387", "issue:44479", - "issue:44568", "issue:44610", "issue:44617", "issue:44756", @@ -6303,7 +6313,6 @@ "issue:44977", "issue:44987", "issue:45042", - "issue:45356", "issue:45459", "issue:45538", "issue:45759", @@ -6321,212 +6330,221 @@ "issue:43854|issue:44977", "issue:44387|issue:44617", "issue:43257|issue:43696", - "issue:43257|issue:43931", "issue:43262|issue:44811", + "issue:43257|issue:43931", "issue:46421|issue:46424", "issue:42915|issue:43742", - "issue:45459|issue:45803", "issue:43329|issue:44479", "issue:43329|issue:43450", + "issue:45459|issue:45803", "issue:43749|issue:44756", "issue:44291|issue:45042", - "issue:42915|issue:44821", "issue:43606|issue:45859", + "issue:42915|issue:44821", "issue:34567|issue:40990", "issue:43650|issue:43906", "issue:43540|issue:46701", "issue:43927|issue:44912", + "issue:43454|issue:43577", "issue:29159|issue:34567", "issue:43525|issue:46291", - "issue:43454|issue:43577", - "issue:44987|issue:45538", - "issue:44568|issue:45356" + "issue:28282|issue:34689", + "issue:44987|issue:45538" ], - "prepared_review_unit_hash": "63cd6c571d8ae1d37352024b4b9f17ba9f0b620955ea55ca3c9e1ef29831950b", + "prepared_review_unit_hash": "1ca35dd2ffb77b2681588ada2f950504f6513fd3e6f67d016afc19ccf8caf142", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34995, - "estimated_input_tokens": 8749, - "estimated_eval_tokens": 17754 + "serialized_chars": 34918, + "estimated_input_tokens": 8730, + "estimated_eval_tokens": 17716 }, "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.", + "summary": "Most pairs are only superficially similar (same subsystem or symptom class) but do not look like true duplicates. The one plausible duplicate-adjacent thread is the Qwen video-input regression pair.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44479 is the best umbrella candidate: it describes a broad v5.3.0 video-input regression across multiple Qwen VL variants, which is more representative than the lower-level helper bug in issue:43329.", "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_issue_reason": "issue:44479 is the clearest user-facing report and the most plausible canonical target for the only accepted video-regression thread.", "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." + "reason": "Different subsystems: PEFT/local-checkpoint loading vs Whisper batch_decode skip_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." + "reason": "Unrelated bugs: zero probabilities in a vision model vs processor/model input-size mismatch." }, { "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." + "reason": "Both involve config loading, but different APIs and failure modes; not the same underlying bug." }, { "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." + "reason": "Different models and symptoms: GLM-4.7-Flash load failure vs Qwen3.5 flash-attention generation issue." }, { "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." + "reason": "Both OOM-related, but one is int4 quantization memory regression and the other is a model-specific video OOM." }, { "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." + "reason": "Weight conversion/loading bug vs a plain CUDA OOM; not the same code-path problem." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Accelerate+deepspeed MOE conversion failure is not the same as a Qwen3-VL weight-shape mismatch." + "reason": "Audio chat-template sampling-rate default bug vs Whisper decoding flags; distinct issues." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Audio processor sampling-rate defaults and Whisper decode special-token handling are unrelated bugs." + "reason": "Different loading failures: MOE weight conversion with accelerate/deepspeed vs shape-mismatch loading for Qwen3-VL." }, { "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." + "reason": "Same cache area, but different concrete bugs and fixes (lazy init recompilation vs max_cache_length handling)." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to a key error loading MobileLLM-125M." + "reason": "Unrelated failures: FineGrainedFP8Config on Qwen3Moe vs 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": true, + "reason": "Same video-input regression thread in the VLM/video branch; the helper bug plausibly underlies the broader v5.3.0 failure." }, { "left": "issue:43329", - "right": "issue:44479", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video, but one is multimodal token counting and the other is batched video processor shape handling." + }, + { + "left": "issue:45459", + "right": "issue:45803", "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." + "reason": "Both hide errors, but they are different functions and different bug classes." }, { "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." + "reason": "Different memory issues: FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo." }, { "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." + "reason": "Different regressions: init_empty_weights argument handling vs an unnecessary torchvision requirement." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "FP8 config loading for Qwen3Moe and AutoImageProcessor URL loading are different problems." + "reason": "Both involve CPU offload, but they are different models and different concrete failures." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both involve CPU offload, but they affect different models and different execution paths." + "reason": "Different problem space: FP8 quantization failure vs loading AutoImageProcessor from URL." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token-count tracking is unrelated to high perplexity on GPT-oss-20b." + "reason": "Trainer token accounting bug vs high perplexity evaluation on GPT-oss-20b; not the same issue." }, { "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." + "reason": "No meaningful relation: a placeholder issue title vs a reproduction of another tracked issue." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different pipelines and symptoms: Qwen3OmniMoe video processing error versus DiffusionGemma image-text pipeline failure." + "reason": "Different video-pipeline failures on different models; not a shared code-path bug." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig token-ID persistence loss is unrelated to MXFP4 quantization fallback on gpt-oss-20b." + "reason": "Config save/load token-ID loss vs MXFP4 quantization fallback; unrelated failures." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different loading bugs: lm_head weight tying vs dtype propagation in Blip2/Qformer." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer inconsistency and TrainerState token counters are unrelated." + "reason": "Tokenizer slow/fast inconsistency vs TrainerState token counter not updating; different components." }, { "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." + "reason": "Missing pad_token_id in Llama4Config vs pipeline import breaking on kernels version/revision requirements." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "AyaVision lm_head tying and Blip2 dtype propagation are different loading/model-initialization bugs." + "reason": "Missing PyTorch dependency ImportError vs a specific Llama 3.2 model-loading regression." }, { "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." + "reason": "Different bugs: model load failure in transformers>=5.1.0 vs CLIPTokenizer max_length being set absurdly high." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The review is grounded in the packet and stays mostly conservative. The only accepted pair, issue:43329 vs issue:44479, is a plausible same-area video/VLM regression match, while the other verdicts appropriately avoid over-connecting superficially similar issues. The canonicalization choice also fits the broader, user-facing 44479 report." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6538,10 +6556,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:24643", "issue:27957", @@ -6550,7 +6568,6 @@ "issue:29159", "issue:33357", "issue:34567", - "issue:34689", "issue:36331", "issue:38175", "issue:41720", @@ -6580,6 +6597,7 @@ "issue:44991", "issue:45127", "issue:45137", + "issue:45356", "issue:45357", "issue:45381", "issue:45405", @@ -6592,12 +6610,12 @@ "issue:46693" ], "soft_pairs": [ - "issue:28282|issue:34689", + "issue:44568|issue:45356", "issue:43404|issue:45127", - "issue:43425|issue:46291", "issue:43697|issue:45357", "issue:42915|issue:45538", "issue:45137|issue:45405", + "issue:43425|issue:46291", "issue:33357|issue:34567", "issue:42175|issue:43824", "issue:43742|issue:44291", @@ -6605,226 +6623,235 @@ "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:44849|issue:45701", "issue:27957|issue:28282", + "issue:41720|issue:43540", "issue:43540|issue:44560", "issue:24643|issue:29159", - "issue:42175|issue:44488", "issue:44291|issue:44821", - "issue:44987|issue:45907", + "issue:42175|issue:44488", "issue:43540|issue:44479", + "issue:44987|issue:45907", "issue:44479|issue:45381", - "issue:44568|issue:45488", "issue:38175|issue:44898", - "issue:34567|issue:36331" + "issue:34567|issue:36331", + "issue:44568|issue:45488" ], - "prepared_review_unit_hash": "d1c498143b9d18cab1f04b7b4f33df36907dc501d33e65ae4be976277c71e731", + "prepared_review_unit_hash": "d0f40db323d1aee0509241eea1161715ec09a5bda0aa87d18dcf605493debb8e", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35838, - "estimated_input_tokens": 8960, - "estimated_eval_tokens": 18176 + "serialized_chars": 35884, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "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.", + "summary": "This cluster is mostly heterogeneous: tokenizer regressions, model-loading errors, training/runtime issues, video-input bugs, and dtype/config mismatches. I found one plausible duplicate edge in the Qwen video-input regression area; the rest do not look like the same underlying bug/change. No PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 44479 is the best canonical anchor here because it is the broadest Qwen video-input regression report and the only issue that has a plausible duplicate counterpart 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_issue_reason": "44479 is the strongest single issue to keep as the representative bug report for the only likely duplicate pair; its title covers the broader regression, while 45381 reads like a more specific manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:44568", + "right": "issue:45356", "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." + "reason": "Both are tokenizer regressions, but they hit different models and different mechanisms (special-token insertion vs codec/warning behavior)." }, { "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." + "reason": "These are different bugs: untied lm_head weights during generation vs LoRA merge collapse after extending vocab." }, { "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." + "reason": "One is RTDetr output drift, the other is Qwen3.5 save_pretrained key serialization; unrelated code paths." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "These concern completely different components: FP8 config loading for Qwen3Moe versus CLIPTokenizer max length." + "reason": "FP8 configuration failure and CLIPTokenizer model_max_length are unrelated." }, { "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." + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are not the same underlying issue." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 compatibility and kernels revision handling are different dependency problems." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "A MacOS bus error in CLIP loading is unrelated to TrainerState token counting not updating." + "reason": "MacOS CLIP bus error and TrainerState token-count updating are unrelated." }, { "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." + "reason": "Package extra/backend inclusion and a missing Qwen2.5-VL class import are different failures." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "A MobileLLM key error and an init_empty_weights argument mismatch are distinct loading failures." + "reason": "Model key loading failure and init_empty_weights argument handling are distinct loading issues." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch import and a LayoutLMv3 box-content validation message are different issues." + "reason": "Missing PyTorch import and a clearer LayoutLMv3 error message are not duplicates." }, { "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." + "reason": "Video-input regression and FA2 long-context performance regression are different bugs." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading failure is unrelated to a tokenizer max-length bug." + "reason": "Dequantized offload loading and tokenizer max_length behavior are unrelated." }, { "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." + "reason": "AddedToken special-kwarg duplication and a tokenizer load failure for one model are different issues." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FP8 config handling and FSDP CPU RAM efficient loading are separate advanced-loading failures." + "reason": "FineGrainedFP8Config failure and FSDP CPU RAM efficient loading are not the same code path." }, { "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." + "reason": "One concerns model weights staying float32 on load; the other is stale config dtype after from_config. Similar theme, different bug." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF file handling and AppleSilicon caching_allocator_warmup TypeError are unrelated." + "reason": "GGUF loading breakage and Apple Silicon allocator TypeError are unrelated." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "CUDA assert under auto device mapping for Qwen3 is not the same bug as Qwen3OmniMoe video-input validation." + "reason": "Qwen3.5 hidden-states behavior and a general tokenization change are not the same underlying regression." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a missing PyTorch import error." + "reason": "FlashAttention support for XLMRoberta and a missing PyTorch dependency are unrelated." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Both are video-input issues, but they affect different Qwen model families and have different observed failures." + "reason": "Auto device mapping cuda assert and Qwen3OmniMoe video input ValueError are different failures." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "A DeepSpeed training runtime error and tokenizer slow/fast inconsistency are not the same bug." + "reason": "Both involve video inputs, but they affect different Qwen model families and report different failure modes." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Packaging backend selection and a specific model load failure for cjvt/sleng-bert do not match." + "reason": "DeepSpeed weight-shape error and tokenizer slow/fast inconsistency do not share an underlying bug." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "The init_empty_weights argument regression and AutoImageProcessor URL loading are different code paths." + "reason": "Unexpected _is_hf_initialized handling and loading an AutoImageProcessor from URL are unrelated." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "A model-loading failure and a hub list_repo_files revision-forwarding CI break are unrelated." + "reason": "Torch-only install backend composition and a model-loading failure for cjvt/sleng-bert are different issues." }, { "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." + "reason": "Both are video-input related, but the models and concrete failure signatures differ enough that this is not clearly one bug." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different failure mechanisms." + "reason": "A model load failure in transformers>=5.1.0 and forwarding revision in list_repo_files are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen2.5-VL video-input regression in 5.3.0; 45381 is a more specific symptom report of the broader 44479 bug." }, { "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." + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default resolution failures are different model-specific bugs." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer.compute_loss signature changes are distinct Trainer API issues." + "reason": "TrainerState token-count tracking and a custom compute_loss signature break are unrelated training issues." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about add_special_tokens behavior and the other is a LlamaTokenizer pre-tokenizer override; different code paths and symptoms." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The single accepted duplicate edge (44479/45381) is reasonably supported by the titles, and the remaining false verdicts avoid overstating similarity. The summary accurately notes the cluster is heterogeneous and that no PRs are present." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6836,10 +6863,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:24643", "issue:28282", @@ -6890,224 +6917,224 @@ "issue:46701" ], "soft_pairs": [ - "issue:44792|issue:44964", "issue:43257|issue:43756", - "issue:44062|issue:45081", + "issue:44792|issue:44964", "issue:43742|issue:44589", + "issue:44062|issue:45081", "issue:45042|issue:45081", - "issue:43716|issue:46701", "issue:44737|issue:46463", + "issue:43716|issue:46701", "issue:43756|issue:46399", - "issue:43531|issue:44821", "issue:43756|issue:45325", + "issue:43531|issue:44821", "issue:44568|issue:46491", "issue:45405|issue:45600", - "issue:43906|issue:46468", "issue:43577|issue:45072", + "issue:43906|issue:46468", "issue:45823|issue:46463", - "issue:43452|issue:44488", - "issue:43906|issue:46693", "issue:43404|issue:45987", + "issue:43906|issue:46693", + "issue:43452|issue:44488", "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:44913|issue:46121", "issue:28282|issue:32090", "issue:24643|issue:29127", "issue:43720|issue:44898" ], - "prepared_review_unit_hash": "c238b39495ac2d1146e2fb88fdbeedf1aa6dd06007c922fc2db1136acfb38bcc", + "prepared_review_unit_hash": "f9d6fe6461e67cc1a8f604db15b69496e69238f2ac5bb919745360484306abb3", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35601, - "estimated_input_tokens": 8901, - "estimated_eval_tokens": 18058 + "serialized_chars": 35598, + "estimated_input_tokens": 8900, + "estimated_eval_tokens": 18056 }, "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.", + "summary": "The candidates are a grab bag of unrelated bug reports across different models, loaders, tokenizers, and validation paths. None of the soft pairs look like the same underlying issue, so there is no clear duplicate cluster anchor.", + "confidence": 0.88, + "canonical_issue_reason": "No clear canonical issue: the items span distinct bugs and regressions rather than one underlying problem.", "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_issue_reason": "No strong representative issue; 44488 has the most discussion, but it is too specific to serve as a duplicate anchor for the set.", "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." + "reason": "Different models and failures: Qwen3 MOE weight conversion vs Smollm3 RoPE layer handling." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:44792", + "right": "issue:44964", "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." + "reason": "Both are multimodal loading failures, but they affect different models and code paths." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "A MobileLLM key error and a missing Float8 storage type are distinct loading/runtime failures." + "reason": "Different bug types: MobileLLM key error vs missing Float8 storage during load." }, { - "left": "issue:45042", + "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Image-processor torchvision dependency regression vs tokenizer regex crash; different subsystem and failure mode." + "reason": "Tokenizer issues, but one is AddedToken argument handling and the other is Mistral regex patching." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Both are multimodal issues, but they concern different models and different processing pipelines." + "reason": "Unrelated subsystems: image processor torchvision dependency vs tokenizer regex crash." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU device bug and T5 decoder-input validation messaging are unrelated." + "reason": "Different problems: XLNet CPU tensor creation vs T5 decoder input validation messaging." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "Smollm3 RoPE-layer handling and Qwen3.5 kernel registration are separate model/code-path bugs." + "reason": "Both touch multimodal inputs, but the reported bugs and model families are different." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are not the same issue." + "reason": "Smollm3 RoPE-layer regression is unrelated to Qwen3.5 kernel registration failure." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both touch RoPE/vision models, but they target different models and different position-index logic." + "reason": "Different models and symptoms: Smollm3 RoPE layers vs Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Tokenizer round-trip space loss and BOS/EOS insertion failure are different tokenizer behaviors." + "reason": "Both are tokenizer regressions, but on different models and different encode/decode behavior." }, { "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." + "reason": "Packaging/versioning issue vs stale auto_mappings references; not the same bug." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "An isolated reproduction of one issue and a broken Nemotron example are not clearly the same underlying bug." + "reason": "Different dtype-mismatch bugs in different model families and execution paths." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "Both are dtype-related, but they affect different model families and different tensor flows." + "reason": "A reproduction of an old issue is not the same as a broken official Nemotron example." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map mismatch and T5 decoder validation are unrelated." + "reason": "Gemma4 device placement bug is unrelated to T5 decoder validation errors." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "GGUF loading breakage and a specific model load failure are not the same underlying change." + "reason": "Weight-tying defect and cache-length return-type defect are separate code-path issues." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "A reproduction issue and a FlashAttention performance regression are different classes of problems." + "reason": "Reproduction of an issue and a FlashAttention performance regression are unrelated." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Mistral3 weight tying and StaticCache seq-length contract issues are unrelated." + "reason": "Both are loading failures, but the affected models and failure mechanisms do not match." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet positional CPU work and FlashAttention sink-less crash are separate code paths." + "reason": "CPU placement bug in XLNet is unrelated to flash_attention.py crashing on s_aux=None." }, { "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." + "reason": "Different config-handling problems: num_labels propagation vs strict config loading." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction and zero-loss classification are distinct label/classification issues." + "reason": "Image-processor label reduction bug is distinct from sequence-classification zero-loss behavior." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key regression and a tokenizer ID regression are unrelated." + "reason": "Qwen3.5 visual-encoder save_pretrained regression is not the same as tokenizer ID regression across models." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "GPTNeoX rotary_pct reload bug and rope-param validation TypeError are different configuration failures." + "reason": "Qwen3OmniMoe video-input parsing and FA2 long-context performance are unrelated bugs." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "Qwen3OmniMoe video-input error and FA2 long-context performance regression are not the same bug." + "reason": "Both involve RoPE-related config handling, but one is silent reload drift and the other is a JSON-list type error." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "ImportError for missing PyTorch and a trainer broadcast NoneType TypeError are unrelated." + "reason": "Unrelated errors: missing PyTorch import vs unsupported NoneType passed to GPU broadcast." }, { "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." + "reason": "Training weight-shape error and LayoutLMv3 error-message clarity are not the same issue." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation failures are separate model-specific bugs." + "reason": "BitNet packed-weight unpacking and Perceiver interpolation failures are separate bugs." } ] }, @@ -7126,10 +7153,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:28282", "issue:29159", @@ -7187,233 +7214,230 @@ "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:43688|issue:43749", "issue:43819|issue:44811", "issue:43525|issue:46701", - "issue:38175|issue:43295", "issue:43994|issue:44898", - "issue:45372|issue:46170", + "issue:38175|issue:43295", + "issue:43452|issue:44843", "issue:44936|issue:45823", + "issue:45372|issue:46170", "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:29159|issue:33357", + "issue:43295|issue:45356", "issue:43452|issue:43577", "issue:43688|issue:45704" ], - "prepared_review_unit_hash": "4bc11858b5d5210e0c4cbe652c436ccb48baf0f7ddd23b85e6e379d38d8233bd", + "prepared_review_unit_hash": "82f7197afe751e6fcedfaaa745c4dc64fe7ff6422697fe93e0a87b92b0b07ff8", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35899, - "estimated_input_tokens": 8975, - "estimated_eval_tokens": 18206 + "serialized_chars": 35894, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 }, "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, + "summary": "This cluster is heterogeneous: the soft-linked pairs mostly point to unrelated tokenizer, model-loading, generation, config, and backend issues. I would not merge any pair as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the cluster does not share one underlying bug; the candidate issues span distinct code paths and model families.", "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_issue_reason": "No issue is a strong global representative. If forced to pick the most self-contained report, issue:43653 is a clear standalone tokenizer bug, but it does not represent the rest of the cluster.", "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." + "reason": "Different failures: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Missing PyTorch import vs token-embedding resize/post_init reinitialization; unrelated failure modes." + "reason": "PyTorch ImportError vs tied-embedding reinitialization; unrelated code paths." }, { "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." + "reason": "Both involve missing config fields, but the concrete bugs and affected paths differ." }, { "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." + "reason": "Both mention tied weights, but one is device-dependent serialization and the other is a broader translation-model 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." + "reason": "Gemma 4 text-only mm_token_type_ids handling is unrelated to T5 decoder input validation messaging." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure vs trainer lifecycle evaluate-after-train issue; unrelated." + "reason": "DeepSpeed ZeRO-3 loading IndexError is not the same as trainer.evaluate failing after train." }, { "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." + "reason": "Different tokenizer classes and failures; no shared underlying bug." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Position-id key warnings vs quantized save/load breakage after sinq serialization." + "reason": "Unexpected position-id keys in model loading is unrelated to sinq quantization save/load breakage." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration bug vs MLuke tokenizer task AttributeError; different defects." + "reason": "Both are tokenizer issues, but one is special-token registration and the other is an AttributeError on tasks." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "GGUF loading breakage vs offline-mode mistral regex patch issue; both are loader-related but not the same bug." + "reason": "Aux-loss normalization bug is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent decoding mismatch vs Whisper batch_decode skip_special_tokens handling; unrelated." + "reason": "DAC latent/STE mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "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." + "reason": "Llama4Config pad_token_id error is unrelated to DiffusionGemma image-text pipeline failure." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "SigLIP2 zero probabilities vs processor/tokenizer regression in custom model code; different failure classes." + "reason": "Different image-model regressions with different symptoms and code paths." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "SigLIP2 nonsensical outputs vs Perceiver interpolation failure; different models and symptoms." + "reason": "Siglip2 zero-probabilities bug is not the same as processor.tokenizer/image-tokenizer regression." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Not the same bug: Gemma 4 ReasoningEffort/processor loading is unrelated to Windows AMD ROCm PyTorch torch.distributed import/type errors." + "reason": "gguf_file loading breakage is not the same as unconditional model_info() offline-mode failure." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer.evaluate lifecycle bug vs Gemma4 device_map auto device mismatch; unrelated." + "reason": "Trainer lifecycle failure vs Gemma4 PLE device-mismatch forward bug are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor loading/import dependency issue is unrelated to Windows ROCm torch.distributed import errors." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs MobileLLM-125M key error; different problems." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different bugs." }, { "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." + "reason": "TensorBoard-without-TensorFlow backend error is not the same as tensorflow_text missing-backend mapping." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "General v5 cleanup behavior change vs CodeLlama leading-space round-trip regression; related area only." + "reason": "General v5 clean_up_tokenization_spaces behavior change is not the same as the CodeLlama leading-space regression." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization regression vs FSDP RAM-efficient loading breakage; not the same issue." + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer special-token regressions, but on different models and with different observable failures." + "reason": "Both are tokenizer special-token regressions, but they affect different tokenizers and concrete behaviors." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Processor/tokenizer regression vs Kimi-K2.5 codec/mistral-regex regression; different concrete bugs." + "reason": "BLIP2 dtype propagation bug is unrelated to RTDetrV2 output differences." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Slow/fast tokenizer inconsistency vs MacOS CLIP bus error; unrelated." + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are different generation bugs." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "BLIP2 dtype casting bug vs RTDetrV2 output drift; different models and code paths." + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to the MacOS CLIP bus error." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Both affect generation behavior, but compiled-forward chunking inconsistency and cache-state reset are distinct bugs." + "reason": "Processor/tokenizer API regression and Kimi-K2.5 codec handling regression are different issues." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF loading failure vs BLIP2 dtype issue; unrelated." + "reason": "gguf loading breakage is unrelated to BLIP2 dtype mismatch." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization bug vs T5 apex FusedRMSNorm memory leak; different implementation problems." + "reason": "Auxiliary-loss normalization bug is unrelated to T5 apex.FusedRMSNorm memory leak." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7426,10 +7450,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:32090", "issue:33666", @@ -7482,258 +7506,258 @@ ], "soft_pairs": [ "issue:43756|issue:46402", - "issue:44843|issue:44991", "issue:43653|issue:43927", "issue:43688|issue:45701", + "issue:44843|issue:44991", "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:43688|issue:45440", "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:43504|issue:43720", "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:43643|issue:44561", + "issue:43606|issue:43927", "issue:43782|issue:46693", - "issue:44964|issue:45405", - "issue:39692|issue:43493", "issue:43262|issue:43295", + "issue:39692|issue:43493", + "issue:44964|issue:45405", "issue:43720|issue:44361", "issue:43493|issue:43825" ], - "prepared_review_unit_hash": "c57293c273d25222a8de3eeb059ed2c3b949d5d7d00b22aed360f722f1dcc561", + "prepared_review_unit_hash": "b2917d0be3a6be352e0508757fed12a05d5272f02cb2632d9997632c8af1c699", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37440, - "estimated_input_tokens": 9360, - "estimated_eval_tokens": 18976 + "serialized_chars": 37444, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 }, "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.", + "summary": "The items are mostly distinct bugs spanning unrelated models, tokenizers, generation paths, and trainer/config regressions. None of the soft pairs looks like the same underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45701 is the broadest, most central regression report in the set and has the strongest cross-reference signal; it best serves as an umbrella issue for version-related tokenizer behavior changes.", "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_issue_reason": "issue:45701 is the most general, high-signal issue among the candidates, making it the best representative issue for this grouping.", "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." + "reason": "Different models and failures: RoPE layer mismatch vs missing text-encoder weights." }, { "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." + "reason": "Both involve tokenizer/config state, but the concrete bugs are different (special-token registration vs saved custom token IDs)." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Auxiliary loss normalization is unrelated to a version-dependent tokenization change." + "reason": "Aux-loss normalization and tokenizer/version changes are unrelated code paths." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading failures, but they point to different model-specific breakages and root causes." }, { "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." + "reason": "Video-input regression and num_labels propagation are different multimodal/model-config bugs." }, { "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." + "reason": "Both mention NaNs, but one is a Gemma3 attention/masking 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." + "reason": "torch.compile SDPA failure is unrelated to MLukeTokenizer task 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." + "reason": "save_pretrained shard-size question is not the same as AutoProcessor kwargs not reaching cached_file." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Different model implementations and bug classes: loss normalization vs DeepSeekV3MoE divergence." + "reason": "Multi-GPU training and GenerationMixin import failure are unrelated." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated." + "reason": "Different model implementations and different defects; not the same underlying bug." }, { "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." + "reason": "MobileLLM key error and AutoImageProcessor URL loading are unrelated loading paths." }, { "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." + "reason": "Trainer _gpu_broadcast_one NoneType error is not the same 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." + "reason": "KV-cache continuation indexing and beam-search cache reorder are different generation bugs." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization of tied lm_head weights is distinct from sinq quantization save/load breakage." + "reason": "Device-dependent tied-weight serialization differs from sinq quantized 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." + "reason": "cudaErrorAssert under auto device mapping is unrelated to compiled-forward chunked generation inconsistency." }, { "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." + "reason": "Both affect generation, but the failure modes and implicated code paths are different." }, { "left": "issue:43504", - "right": "issue:43720", + "right": "issue:43550", "accept": false, - "reason": "Legacy field loading for Beit is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "BEiT legacy-field loading and Bamba torch.compile SDPA are unrelated." }, { "left": "issue:43504", - "right": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Beit pretrained preset loading and Bamba torch.compile SDPA failures are unrelated." + "reason": "Legacy-field preset loading and BitNet packed-weight accelerate loading are different bugs." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Flash-attention output correctness and long-context performance regression are not the same underlying bug." + "reason": "Correctness regression in Qwen3.5 generation is not the same as a long-context FA2 performance regression." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Legacy config-field loading is unrelated to an OmDet processor/model input-size mismatch." + "reason": "Pretrained preset loading and OmDet-Turbo processor/model size mismatch are unrelated." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation is unrelated to an MPS attention correctness issue." + "reason": "BLIP2 dtype propagation and MPS attention correctness are different issues." }, { "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." + "reason": "Qwen2-VL multi-GPU training is not the same as a compute_loss signature mismatch." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight loading and DiaConfig token ID persistence are unrelated." + "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are unrelated." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "CPU offload device mismatch is not the same as missing custom token IDs after save/load." + "reason": "Embedding dtype mismatch and auxiliary-loss normalization are different model-training bugs." }, { "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." + "reason": "Both touch trust_remote_code, but one is missing config fields and the other is a removed helper breaking remote models." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Embedding dtype drift and auxiliary loss normalization are unrelated." + "reason": "CPU-offload device mismatch is unrelated to DiaConfig token ID persistence." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only load failure is not the same as a flash-attention performance regression." + "reason": "Qwen3VL weight_only loading error is unrelated to FA2 long-context performance regression." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "A model loading regression is unrelated to an unreleased PEFT minimum-version bump." + "reason": "Audio sampling-rate defaulting and processor.tokenizer/image-tokenizer regression are different processor bugs." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Broken documentation example and HF-vs-JAX implementation discrepancy are different scopes." + "reason": "Docs-example mistakes and SigLIP2 implementation divergence are not the same underlying issue." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Audio sampling-rate defaulting and processor.tokenizer/image-passing regression are separate API bugs." + "reason": "Phi-4 multimodal loading failure and unreleased PEFT version bump are unrelated." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer attribute failure do not share the same code path." + "reason": "BitNet accelerate-loading bug and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation mismatch and a pipeline translation error message are unrelated." + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to the pipeline translation-task error message regression." } ] }, @@ -7752,10 +7776,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:28218", "issue:33357", @@ -7808,237 +7832,237 @@ ], "soft_pairs": [ "issue:44554|issue:46365", - "issue:44514|issue:45290", "issue:43525|issue:43572", - "issue:43452|issue:44451", + "issue:44514|issue:45290", "issue:44625|issue:45584", "issue:44977|issue:46209", + "issue:43452|issue:44451", "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:44849|issue:46209", "issue:43646|issue:44466", - "issue:44568|issue:46489", - "issue:44849|issue:45357", "issue:43278|issue:43701", + "issue:44568|issue:46489", "issue:44792|issue:45405", - "issue:46209|issue:46710", - "issue:44488|issue:44843", "issue:43575|issue:45405", + "issue:46209|issue:46710", "issue:43927|issue:44361", "issue:44589|issue:45520", + "issue:44849|issue:45357", "issue:43257|issue:43299", "issue:43824|issue:44589", "issue:44568|issue:45812", - "issue:43504|issue:43606" + "issue:43504|issue:43606", + "issue:44488|issue:44843" ], - "prepared_review_unit_hash": "7ef12a3468f3bbe6b26fe0b77faa4ecb82b23d1ce56ef462ba66d086aa6bf3f3", + "prepared_review_unit_hash": "7ccf845811365d3c2949663a71319801f113793eca98ac36f5f2b81e5185ab7b", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36394, - "estimated_input_tokens": 9099, - "estimated_eval_tokens": 18454 + "serialized_chars": 36398, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 }, "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).", + "summary": "The set is mostly a collection of unrelated bug reports across tokenization, loading, config, and model-execution paths. None of the soft pairs look like the same underlying defect closely enough to merge/duplicate-accept under a strict triage standard.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45812 is the strongest canonical issue candidate: it describes a broad, concrete v4\u2192v5 tokenizer regression affecting all Granite models, with clear impact and a well-scoped failure mode.", "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_issue_reason": "issue:45812 is the best issue to anchor this set because it is the clearest high-signal regression report with broad user impact and an explicit version boundary.", "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." + "reason": "Both mention training/runtime problems, but one is an MPS attention correctness issue and the other is a Trainer import conflict; different code paths and failures." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Similar missing-pad-token wording, but they hit different config fields and different model families." + "reason": "Both are config attribute regressions, but they concern different models and different missing fields (pad_token_id vs pad_token_idx), so they are not the same bug." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "One is a gguf_file loading regression across entry points; the other is a specific model load failure for ScandiBERT." + "reason": "Both involve apply_chat_template, but one is batched padding behavior and the other is assistant/tool-call messages with no content; too different to treat as duplicates." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Unrelated models and code paths: config propagation bug vs Whisper empty-transcription generation failure." + "reason": "Unrelated models and symptoms: Qwen3.5 config propagation 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." + "reason": "One is a Qwen3.5 flash-attention generation bug, the other is a B200/FP8 inference failure; different hardware and failure mode." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "A gguf_file/from_pretrained regression is unrelated to a specific model failing to load; no shared defect path is evident." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device-map forward mismatch and quantized save/load breakage are distinct bugs." + "reason": "Device-map forward mismatch and sinq save/load breakage are different problems in different parts of the model lifecycle." }, { "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." + "reason": "Tokenizer spacing regression and a MacOS bus error in CLIP are unrelated failures." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 wrong outputs and return_tensors handling are different issues." + "reason": "SigLIP2 wrong outputs and return_tensors being ignored are distinct API behaviors with no clear shared root cause." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling vs Qwen3.5 flash-attention generation; unrelated." + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention inference are different bugs." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype regression in eval is not the same bug as ZeRO-3 gradient explosion." + "reason": "Embedding dtype drift during eval and ZeRO-3 gradient growth are separate training/runtime issues." }, { "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." + "reason": "SigLIP2 implementation mismatch vs ZeRO-3 gradient regression are unrelated." }, { "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." + "reason": "Documentation example errors and a processor/tokenizer regression are not the same underlying issue." }, { "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." + "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Custom model initialization breakage and device-dependent lm_head serialization are not the same underlying bug." + "reason": "Qwen3.5 output_hidden_states bug and FP8/B200 inference failure do not share a concrete code path." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Both are tokenizer regressions in v5+, but they concern different models and different failure mechanisms." + "reason": "Custom model initialization breakage and device-dependent lm_head serialization are different regressions." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Hidden-states behavior and incorrect visual-encoder key serialization are separate issues." + "reason": "Embedding dtype mismatch and resume_from_checkpoint key mismatch are separate failures." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "BF16/FP32 dtype drift is unrelated to resume_from_checkpoint key mismatch." + "reason": "Both are tokenizer regressions, but they target different models and symptoms; the titles do not indicate the same specific bug." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing Janus test case and an unreleased PEFT version bump are not duplicates." + "reason": "A failing janus test and an unreleased minimum PEFT version are unrelated." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "FP8 inference failure and a DeepSeek accuracy regression are different problems." + "reason": "Tensor-parallel OOM and a dependency version bump are unrelated." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Specific model load failure vs offline-mode regression in _patch_mistral_regex; different root causes." + "reason": "FP8 inference on B200 and accuracy regression after a Transformers upgrade are different issues." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "OOM during tensor-parallel load is unrelated to the PEFT version requirement issue." + "reason": "A save/load custom token ID bug and an MLukeTokenizer AttributeError are different model/tokenizer failures." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:44554", + "right": "issue:46489", "accept": false, - "reason": "Config save/load token-ID loss and tokenizer AttributeError on tasks are different bugs." + "reason": "MPS attention correctness and DeepSeek tokenizer output regression are unrelated." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Float8 storage lookup and flash_attn import KeyError are unrelated compatibility issues." + "reason": "Qwen3.5 hidden-state behavior and incorrect visual-encoder key serialization are different bugs." }, { "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." + "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed conversion and the other is a version-specific Qwen3VL loading break; not the same concrete defect." }, { "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." + "reason": "Importing a missing class and a Float8 storage lookup error are unrelated." }, { "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." + "reason": "Both are tokenizer regressions, but one is model-specific special-token handling while the other is a broad Granite token-id regression; not the same bug." }, { "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." + "reason": "Legacy-field loading failure for Beit and a CPU-offload device mismatch in bark-small are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A model-specific load failure and an offline-mode regression in _patch_mistral_regex are different root causes." } ] }, @@ -8057,10 +8081,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:15354", "issue:28218", @@ -8070,17 +8094,14 @@ "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", @@ -8092,6 +8113,7 @@ "issue:44493", "issue:44554", "issue:44734", + "issue:44869", "issue:44964", "issue:44977", "issue:45084", @@ -8109,7 +8131,8 @@ "issue:46369", "issue:46424", "issue:46701", - "issue:46710" + "issue:46710", + "issue:46752" ], "soft_pairs": [ "issue:43606|issue:44112", @@ -8121,13 +8144,14 @@ "issue:43504|issue:43653", "issue:44464|issue:46424", "issue:43937|issue:46701", - "issue:45200|issue:45229", "issue:44464|issue:45584", + "issue:45200|issue:45229", "issue:45229|issue:45823", + "issue:44869|issue:46752", "issue:43844|issue:44964", "issue:43873|issue:46050", - "issue:43994|issue:44493", "issue:29942|issue:30333", + "issue:43994|issue:44493", "issue:45588|issue:46050", "issue:29159|issue:32090", "issue:42490|issue:43696", @@ -8135,208 +8159,200 @@ "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" + "issue:43065|issue:46369", + "issue:44423|issue:44734" ], - "prepared_review_unit_hash": "1de51f31d8fb4d18f18d465afd620e4801551c889e4badb4277bad1a8577a734", + "prepared_review_unit_hash": "9d4ed38a3ea5bb6acc271a6139673cbd69af2b95c31d768de814bc07874915c7", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36094, - "estimated_input_tokens": 9024, - "estimated_eval_tokens": 18304 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35290, + "estimated_input_tokens": 8823, + "estimated_eval_tokens": 17902 }, "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.", + "summary": "This cluster is not a duplicate set; the items span unrelated tokenizer, config-loading, attention, serving, and training bugs. None of the soft edges look like the same underlying change or defect.", "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.", + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, "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." + "reason": "Both mention device mismatch/CI, but one is CPU offload on Bark and the other is a GraniteSpeech test failure; different code paths." }, { "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." + "reason": "Both are missing config fields after a version update, but they affect different models and different attributes (`pad_token_id` vs `pad_token_idx`)." }, { "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." + "reason": "Qwen3-VL load failure from a missing config attribute is not the same as `from_config` failing to unwrap `text_config` for composite multimodal configs." }, { "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." + "reason": "A missing config field in StableLm after 5.0 is unrelated to the `_is_hf_initialized` argument error in `init_empty_weights`." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Unrelated failures: category cardinality limit vs an accuracy regression after upgrade." + "reason": "Category-cardinality runtime error and an accuracy regression are different problems with no shared failure mode." }, { "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." + "reason": "Unexpected position-id keys and CLIP structural inconsistency are unrelated model-shape/API issues." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Beit legacy-field loading bug is unrelated to BigBirdTokenizer special-token registration." + "reason": "Legacy-field model loading and a tokenizer special-token registration bug are different subsystems." }, { "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." + "reason": "Compiled-forward chunked generation mismatch is not the same as cache length handling for quantized cache." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "GenerationConfig validation and an image-text pipeline failure are not the same underlying issue." + "reason": "Invalid `GenerationConfig` and a broken image-text-to-text pipeline are different failures." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:44464", + "right": "issue:45584", "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." + "reason": "Compiled-forward output inconsistency is unrelated to Whisper empty-transcription generation after special-token alignment." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Chunked generation/compiled forward is unrelated to Whisper empty-transcription behavior after align_special_tokens." + "reason": "Text-only fine-tuning defaults and multi-GPU CUDA OOM are separate Gemma4 issues." }, { "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." + "reason": "Multi-GPU OOM and PLE device mismatch during forward are different symptoms and likely different causes." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash and empty chat-template input crash are unrelated input-edge cases." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed gradient amplification and Phi-4 multimodal loading are unrelated." + "reason": "DeepSpeed gradient growth and Phi-4 multimodal load failure do not share the same defect." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading issues in general, but these are different concrete bugs and likely different fixes." + "reason": "Quantization/offload behavior and save/load breakage for sinq-quantized models are different concrete bugs." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "SigLIP2 output discrepancy and unexpected position-id keys are unrelated." + "reason": "Flash Attention test failures and MLFlow reporting on failed jobs are unrelated." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to MLFlow job reporting on training failure." + "reason": "Siglip2 incorrect outputs and unexpected position-id keys are not the same code-path problem." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "flash_attention.py crash on s_aux=None is unrelated to sinq save/load breakage." + "reason": "Flash-attention `s_aux=None` crash and quantized-model persistence issues are unrelated." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer consistency and trainer GPU broadcast NoneType errors are different subsystems and bugs." + "reason": "Tokenizer slow/fast inconsistency and `_gpu_broadcast_one` NoneType error are different layers and bugs." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning is unrelated to GPT-oss CUDA OOM." + "reason": "Path-with-slash import warning and GPT-oss OOM have nothing in common beyond being runtime issues." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template compilation error and flash_attn import KeyError are unrelated." + "reason": "Template-node compilation error and Python 3.13 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." + "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure are distinct model-specific issues." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer added-space behavior is unrelated to TrainerState token counting." + "reason": "Tokenizer spacing after added tokens and TrainerState token accounting are different components." }, { "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." + "reason": "torch.jit.script GeneratorExp support and SigLIP2 zero-probability outputs are unrelated." }, { "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." + "reason": "MPS attention correctness and flex_attention version-check bug are different attention-related problems, not the same defect." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "SigLIP2 implementation discrepancy and checkpoint key mismatch are unrelated." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as memory overflow when calling sam3-litetext." }, { - "left": "issue:41720", - "right": "issue:46710", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "A800 cudaErrorAssert with auto device mapping is unrelated to an accuracy regression after upgrade." + "reason": "Both are server crashes, but one is a multimodal `.to` type error and the other is KV-cache continuation indexing; different bugs." } ] }, @@ -8355,18 +8371,17 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:28218", "issue:35141", "issue:37428", - "issue:38175", "issue:39692", + "issue:41720", "issue:42490", - "issue:42915", "issue:43232", "issue:43278", "issue:43295", @@ -8378,6 +8393,7 @@ "issue:43572", "issue:43575", "issue:43653", + "issue:43701", "issue:43824", "issue:43844", "issue:43856", @@ -8410,255 +8426,259 @@ "issue:46710" ], "soft_pairs": [ + "issue:43493|issue:43701", + "issue:41720|issue:46710", "issue:45406|issue:46121", - "issue:45072|issue:45198", "issue:43404|issue:46710", + "issue:45072|issue:45198", "issue:43295|issue:43450", - "issue:37428|issue:43957", "issue:45588|issue:45759", + "issue:37428|issue:43957", "issue:43540|issue:45200", - "issue:45200|issue:45823", "issue:43295|issue:43873", + "issue:45200|issue:45823", "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:45520|issue:46178", "issue:43572|issue:44987", "issue:43550|issue:43844", + "issue:43232|issue:44849", "issue:43572|issue:43957", "issue:44554|issue:45356", - "issue:37428|issue:43824", "issue:42490|issue:43493", - "issue:43653|issue:44112", + "issue:37428|issue:43824", + "issue:43295|issue:43493", "issue:44466|issue:45127", - "issue:38175|issue:43493", + "issue:43653|issue:44112", "issue:39692|issue:46192", "issue:43278|issue:43856", - "issue:45381|issue:46209", "issue:28218|issue:35141", - "issue:44521|issue:45290", - "issue:42915|issue:43824" + "issue:45381|issue:46209", + "issue:44521|issue:45290" ], - "prepared_review_unit_hash": "9927ce49b10eac0e75df409be011508f01524cf9c5d02542fe24606119e00fda", + "prepared_review_unit_hash": "fe301a937df017e95881a113376d47a00ec268e17ee00cea587fc6cc3379752a", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37004, - "estimated_input_tokens": 9251, - "estimated_eval_tokens": 18758 + "soft_pair_count": 31, + "serialized_chars": 37302, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 }, "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.", + "summary": "These are mostly superficially similar Hugging Face bug reports, but the proposed soft edges do not look like the same underlying bug/change. I would reject all of them; the set is not a true duplicate cluster. As a representative anchor, issue 44521 is the best fit among the tokenizer/processor/chat-template bugs, but only as a loose thematic representative, not as a duplicate of the rest.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44521 is the best available anchor because it is concrete, open, and one of the most discussed multimodal tokenizer/chat-template bugs in the set; it best represents the tokenizer/processor subset, even though the overall set is not a duplicate cluster.", "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_issue_reason": "issue:44521 is the clearest user-facing, broadly relevant issue here; it is the strongest representative if a single issue must be chosen, but it should not be treated as duplicating the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Different subsystems: Gemma4 processor loading vs rope-parameter validation." + "reason": "Different bugs: SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Both are model regressions, but one is an auto-device-map CUDA assert and the other is an accuracy regression after upgrade; different failure modes." + }, + { + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Unrelated failures: dtype mismatch in inference vs Wav2Vec2 save/tokenization breakage." + "reason": "Gemma4Processor missing _tokenizer and RoPE validation TypeError are unrelated code paths." }, { "left": "issue:43404", "right": "issue:46710", "accept": false, - "reason": "Different bug classes: tied lm_head weights vs a model accuracy regression." + "reason": "Mistral3 lm_head tying bug vs DeepSeek-R1 accuracy regression; different models and mechanisms." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "One is processor.tokenizer/image-input regression; the other is batched video shape handling." + "reason": "dtype mismatch CI issue vs Wav2Vec2 save/tokenization failure; not the same bug." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Different import/load paths: flash-attention utility import vs meta-device model loading." + "reason": "Processor.tokenizer regression vs batched video processor shape bug; different components." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink handling and multimodal config unwrapping are separate code paths." + "reason": "flash_attention crash on sink-less models vs AutoModelForCausalLM text_config unwrapping; unrelated." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Video processing error in Qwen3OmniMoe is unrelated to Gemma4 token-type defaults." + "reason": "Missing flash-attention helper import vs meta-device loading breakage; different import/load paths." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Text-only mm_token_type_ids defaulting and PLE device mismatch are different issues." + "reason": "Qwen3OmniMoe video processing ValueError vs Gemma4 mm_token_type_ids defaulting; unrelated multimodal issues." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression is not the same as quantization offloading behavior." + "reason": "Processor/tokenizer regression vs quantized offloading behavior; different layers of the stack." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "mm_token_type_ids defaulting vs PLE device mismatch in forward; not the same underlying bug." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "NER/batched padding crash in a tokenizer is unrelated to return_tensors precedence." + "reason": "NER/batched padding crash vs return_tensors being ignored when text_kwargs is passed; different tokenizer behaviors." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device-map forward mismatch is unrelated to ignored return_tensors handling." + "reason": "Device placement mismatch vs argument-handling bug; unrelated." }, { "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." + "reason": "Processor.tokenizer regression vs OmDet-Turbo image size mismatch; different models and symptoms." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video batch-shape bug and Qwen2 OOM on tensor parallelism are not duplicates." + "reason": "Batched video shape bug vs tp OOM on Qwen2-57B; not the same code path." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Generation kwargs sync bug is unrelated to Qwen3.5 hidden-states output behavior." + "reason": "Python 3.13 flash_attn import KeyError vs BACKENDS_MAPPING validation error; unrelated import machinery." }, { "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." + "reason": "StableLm pad_token_idx config regression vs model loading failure for physical-intelligence/fast; different problems." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth." + "reason": "torch.compile+SDPA failure in Bamba vs gradient blow-up under DeepSpeed ZeRO-3; unrelated training/runtime bugs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "generation kwargs sync issue vs Qwen3.5 hidden_states bug; different internals." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Config field regression and meta-device loading breakage are different underlying problems." + "reason": "StableLm config gap vs meta-device loading breakage; not the same issue." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness issue is not the same as Kimi tokenizer codec regression." + "reason": "MPS attention correctness bug vs Kimi-K2.5 tokenizer codec regression; different subsystems." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Unrelated import errors for different symbols and model families." + "reason": "Trailing-slash import warning vs SigLIP2 implementation discrepancy; unrelated." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Trailing-slash import warning is unrelated to the SigLIP2 implementation discrepancy." + "reason": "flash_attention helper import error vs missing Qwen2_5_VL export; different missing symbols." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device overrides are unrelated." + "reason": "processor/tokenizer regression vs SigLIP2 implementation mismatch; different models and failure modes." }, { "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." + "reason": "lm_head serialization inconsistency vs LoRA merge collapse after vocab extension; related to weights but 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:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs GraniteSpeech stale device override test; unrelated." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 docs/example errors are unrelated to return_tensors precedence." + "reason": "SigLIP2 docs example errors vs return_tensors ignored when text_kwargs is passed; documentation vs API behavior." }, { "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." + "reason": "Embedding dtype change in eval vs Qwen3 MoE memory inefficiency; not the same issue." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize." + "reason": "Tokenizer extra space after added token vs embedding reinit after resize; both tokenizer/model-adjacent but distinct bugs." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Assistant mask generation for multimodal templates is unrelated to tool-call content handling." + "reason": "qwen2.5-vl video vision_position_ids bug vs FP8 inference failure on B200; unrelated." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Qwen3Moe FP8 failure and a Qwen2.5-VL import error are unrelated." + "reason": "Both touch apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash with tool calls and no content; different bugs." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -8670,21 +8690,20 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:29942", "issue:32090", - "issue:37428", "issue:38175", "issue:41720", + "issue:42915", "issue:43262", "issue:43334", "issue:43335", "issue:43388", - "issue:43425", "issue:43450", "issue:43452", "issue:43525", @@ -8725,6 +8744,7 @@ "issue:46512" ], "soft_pairs": [ + "issue:42915|issue:43824", "issue:43950|issue:46285", "issue:43452|issue:46512", "issue:43824|issue:43975", @@ -8738,218 +8758,217 @@ "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:44561|issue:46234", "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:45520|issue:46170", "issue:38175|issue:45412", "issue:43335|issue:43653", "issue:29942|issue:32090", - "issue:43550|issue:44112", - "issue:37428|issue:43425" + "issue:43550|issue:44112" ], - "prepared_review_unit_hash": "e8a52da1a67116b6bd1cd1b5cf5edf0e834d6780acb75af4650df08e7683e108", + "prepared_review_unit_hash": "a6ef0b71f67d9869392dccfe0ce69b239cdf846dae1fa72a51bc0e0ffd328ad2", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36427, - "estimated_input_tokens": 9107, - "estimated_eval_tokens": 18470 + "serialized_chars": 35831, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 }, "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.", + "summary": "The items are a heterogeneous mix of unrelated transformers bugs: model/config regressions, tokenizer/processor issues, docs problems, and runtime/CI failures. I don\u2019t see any true duplicate pairs here, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single true canonical issue exists for this set; if forced, issue 46512 is the broadest, cleanly scoped API regression, but it is not actually related to the other reports.", "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_issue_reason": "Issue 46512 is the best representative only in the sense that it is a general, actionable regression with a clear user-facing impact. It is not a duplicate target for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different failures in different models/code paths: Qwen3Moe FP8 config vs Qwen2.5-VL import error." + }, + { + "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." + "reason": "Both concern model loading/structure, but one is a from_pretrained buffer regression and the other is a CLIP class attribute/layout inconsistency." }, { "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." + "reason": "gguf_file loading breaks tokenizer/model loading; 46512 is about dtype handling in from_config. Different APIs and bugs." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Import failure for Qwen2.5-VL class vs incorrect detokenization for DeepSeek Coder; unrelated failures." + "reason": "Unrelated multimodal import failure vs detokenization bug for DeepSeek Coder." }, { "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." + "reason": "Similar missing pad_token_id symptom, but on different model families and likely different config implementations." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are different processor bugs." + "reason": "Audio chat-template sampling-rate bug and video batched-shape bug are different processor paths." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different speech model/tokenizer failures with different APIs and failure modes; not one shared issue." + "reason": "Different tokenizer/audio model failures: AutoTokenizer load error vs save_pretrained/tokenization failure." }, { "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()." + "reason": "Janus image-generation test failure and a stale warning about num_return_sequences are unrelated." }, { "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." + "reason": "DAC latent/STE mismatch is a model math bug; GraniteSpeech stale device override is a CI/test 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." + "reason": "Video-input regression for Qwen VL variants vs return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are unrelated." + "reason": "Perceiver interpolation failure and RT-DETR memory leak are different model/runtime problems." }, { "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." + "reason": "Both are docs-related, but they document different pipeline options and different behaviors." }, { "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." + "reason": "mm_token_type_ids defaulting issue and Qwen2.5-VL rope index scaling bug affect different multimodal code paths." }, { "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." + "reason": "OmDet input-size mismatch and LwDetr AMP/CUDA crash are separate vision model failures." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Different label-processing bugs in different modules (gather_for_metrics vs BeitImageProcessorFast)." + "reason": "Both mention labels, but one is gather_for_metrics truncation and the other is BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are unrelated." + "reason": "Sparse-layer creation bug and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve import_utils availability helpers, but they are different missing symbols and different breakages." }, { "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." + "reason": "DAC latent mismatch and qwen3_omni_moe feature-length helper behavior are unrelated audio-model issues." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "LwDetr AMP crash and D-FINE auxiliary-loss omission are different training bugs." + "reason": "float16/CUDA crash in LwDetrImageLoss is not the same as D-FINE omitting auxiliary losses." }, { "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." + "reason": "Qwen3 auto device mapping cuda assert and FP8 inference failure on B200 are different hardware/runtime 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." + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure after token alignment are different bugs." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Composite Qwen multimodal config unwrapping and CLIP text-model structure inconsistency are unrelated." + "reason": "Composite Qwen config unwrapping in from_config is unrelated to CLIP text-model structure changes." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Python 3.13 flash_attn import key issue vs Windows/ROCm torch.distributed dependency problem; different environments and causes." + "reason": "CPU offload device mismatch for Bark and qwen3_omni_moe output-length helper are separate issues." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "CPU offload device mismatch for bark-small and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "flash_attn import-utils KeyError on Python 3.13 and Windows ROCm distributed import/type errors are unrelated environment failures." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory leakage are different model bugs." + "reason": "Zero probabilities in SigLIP2 classification and RT-DETR memory retention are different subsystems." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer bug vs BigBirdTokenizer special-token registration; different components and symptoms." + "reason": "SwitchTransformers sparse-layer bug and BigBirdTokenizer special-token decode bug are unrelated." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Flash Attention 2 test failures and Trainer NoneType broadcast errors are different failure modes." }, { "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." + "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device override are not the same underlying bug." } ] }, @@ -8968,10 +8987,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:28218", "issue:28282", @@ -8985,6 +9004,7 @@ "issue:42490", "issue:43278", "issue:43335", + "issue:43425", "issue:43504", "issue:43526", "issue:43606", @@ -9010,250 +9030,248 @@ "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:37428|issue:43425", "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:43720|issue:44112", "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:44514|issue:44521", "issue:46431|issue:46566", - "issue:45127|issue:45245", "issue:42490|issue:43854", + "issue:45290|issue:46326", + "issue:45127|issue:45245", "issue:45200|issue:45588", "issue:45310|issue:45478", - "issue:44448|issue:44779", "issue:43606|issue:44857", + "issue:44448|issue:44779", "issue:43819|issue:44493", - "issue:45459|issue:46234", "issue:39692|issue:43526", "issue:28218|issue:32090" ], - "prepared_review_unit_hash": "24acea6d3bac27aff0add96bc2a0a4ea4442a4fcc3c864e8d778201e2d8889eb", + "prepared_review_unit_hash": "5d6198cb04900577fcad5fda7e6dbbdb466283cbb124bec79d50a96df8377eda", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36478, - "estimated_input_tokens": 9120, - "estimated_eval_tokens": 18496 + "serialized_chars": 35823, + "estimated_input_tokens": 8956, + "estimated_eval_tokens": 18168 }, "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.", + "summary": "Most pairs are superficially similar but describe different bugs, subsystems, or failure modes. Only issue:45310 and issue:45478 look like the same report with the same title and version-specific Qwen3.5 MoE loading failure.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue: it predates issue:45478, has the same title, and is the better anchor for the shared Qwen3.5 MoE from_pretrained regression.", "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_issue_reason": "issue:45310 is the best issue overall because it most directly captures the duplicate cluster\u2019s only true match and has the stronger claim to be the original report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Different failures: a missing flash-attention import symbol vs a Torch 2.10 compatibility complaint." + }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Different failures: PyTorch import error vs MacOS bus error with a CLIP model." + "reason": "ImportError about PyTorch missing is unrelated to a MacOS bus error when loading 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." + "reason": "Different model-loading problems: base_model_prefix handling vs Qwen3-VL shape mismatch." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus output change vs Qwen3 recurrent-state reset; different models and code paths." + "reason": "Pegasus output drift across v4/v5 is not the same as Qwen recurrent-state reset with cache." }, { "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." + "reason": "SwitchTransformers sparse-layer construction and BEiT legacy-field loading are unrelated." }, { "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=...)." + "reason": "One is about unwrapping text_config in from_config; the other is about stale config dtype after from_config." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 TorchScript parsing error vs qwen3_omni helper length behavior; unrelated root causes." + "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "BitNet packed-weight loading bug vs GraniteSpeech stale device override test; not the same issue." + "reason": "Embedding dtype drift during evaluate and a misleading pipeline error message are different issues." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Embedding dtype drift during evaluate vs an incorrect pipeline error message about translation support." + "reason": "BitNet packed-weight unpacking bug is not the same as a GraniteSpeech CI test stale override issue." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 box-information error message vs Trainer GPU broadcast NoneType crash; different subsystems." + "reason": "LayoutLMv3 box-validation messaging and Trainer _gpu_broadcast_one NoneType handling are different code paths." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and qwen3_omni feature-length helper bug are unrelated." + "reason": "SwitchTransformers sparse-layer config bug does not match qwen3_omni_moe feature-length helper semantics." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Different subsystems and failure modes: config construction vs CI device-override test." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer misconfiguration is not the same as missing auxiliary losses in D-FINE." + "reason": "SwitchTransformers layer creation bug is unrelated to D-FINE auxiliary-loss behavior." }, { "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." + "reason": "Different import errors: flash-attention utility symbol vs HybridCache export." }, { "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." + "reason": "Llama 3.2 Vision model-loading regression and token-embedding reinitialization after resize are distinct bugs." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Flash-attention s_aux=None crash vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Both touch Qwen/MoE-related code, but one is an s_aux=None flash_attention crash and the other is CPU-offload incompatibility in rotary embeddings." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Assistant tool-call no-content crash vs mistral_common continue_final_message behavior; not the same bug." + "reason": "Both involve apply_chat_template, but one is batching with padding=False and the other is multimodal assistant mask generation." }, { "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'." + "reason": "Missing chat template on a processor and DiffusionGemma meta-device loading are unrelated." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "LoRA merge collapse with extended vocabulary vs a category-count limit error; unrelated." + "reason": "Trailing-slash local path import warning is unrelated to loading GLM-4.7-Flash in unit tests." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Assistant tool-call tokenization crash and continue_final_message on mistral_common are different chat-template edge cases." + }, + { + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Local-path trailing-slash warning vs GLM-4.7 Flash unit-test loading failure; different issues." + "reason": "LoRA merge collapse with extended vocab is not the same as exceeding the 2^24 category limit." }, { "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." + "reason": "Gemma 4 token-type defaults and flash_attention s_aux handling are unrelated." }, { "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." + "reason": "Same title, same reported Qwen3.5 MoE from_pretrained regression, and the later issue is clearly a duplicate report." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU-offload device mismatch in Bark vs float16 AMP crash in LwDetrImageLoss." + "reason": "CPU-offload device mismatch for Bark is unrelated to a float16 AMP crash in LwDetrImageLoss." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "DAC.from_latents mismatch vs unexpected position-id keys across many models; distinct failures." + "reason": "Pegasus v4/v5 output differences are not the same as Deepseek tokenizer regressions." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Tokenization error masking when protobuf is absent vs a missing utility availability function." + "reason": "DAC latent conversion mismatch is unrelated to unexpected position-id keys across many models." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 documentation example problems vs BEiT fast image processor label reduction bug." + "reason": "A documentation example bug and a BEiT image-processor label-return bug are different problems." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug vs Trainer NoneType broadcast error; unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to Trainer GPU broadcast type errors." } ] }, "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." + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge calls. The only accepted pair, issue:45310 vs issue:45478, is supported by the identical title and close Qwen3.5 MoE from_pretrained failure; the other pairs are reasonably rejected based on distinct titles/failure modes." }, "evaluator_used": true, "retried": false, @@ -9272,17 +9290,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-479", + "cluster_id": "cluster-10000-481", "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", @@ -9314,17 +9330,20 @@ "issue:45229", "issue:45290", "issue:45381", + "issue:45459", "issue:45588", "issue:45698", "issue:45823", "issue:45920", "issue:46192", + "issue:46234", "issue:46399", "issue:46655", "issue:46697" ], "soft_pairs": [ "issue:26413|issue:31501", + "issue:45459|issue:46234", "issue:39692|issue:44493", "issue:44617|issue:46697", "issue:44206|issue:45823", @@ -9334,221 +9353,213 @@ "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:38175|issue:44493", "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:45290|issue:45381", "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" + "issue:37428|issue:42175" ], - "prepared_review_unit_hash": "40c6b234f81296d290f3e63ad420a76ad848e3ea538ffa081f21396218357de5", + "prepared_review_unit_hash": "4a0ec6a3e998056631cb6bc8152ca4e4dd573c51ae548be7fe3229dcf37c92d5", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36136, - "estimated_input_tokens": 9034, - "estimated_eval_tokens": 18324 + "soft_pair_count": 27, + "serialized_chars": 35888, + "estimated_input_tokens": 8972, + "estimated_eval_tokens": 18200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: model-loading, tokenizer, trainer, flash-attention, dtype, and processor issues are mixed together, and none of the soft pairs look like the same underlying bug/change. I found no true duplicate group.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the cluster does not collapse into one bug. If forced to pick a representative, issue 45920 is the broadest recent regression with multiple references, but it still does not subsume the others.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly connect unrelated bugs across different models, utilities, and failure modes, so none should be merged as duplicates. The best representative issue is the broad v5 tokenizer regression (45920), but only as a loose cluster anchor, not a true duplicate match.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45920 is the broadest/highest-signal report in the set (multi-model AutoTokenizer regression with inbound references), so it is the least bad anchor for an otherwise unrelated cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the least-bad triage anchor because it is open, recent, and has the broadest symptom description with inbound references; however, it is not a true umbrella duplicate target for this set.", + "best_issue_reason": "issue:45920 best represents a cross-cutting regression affecting multiple models and has broader impact than the other isolated single-model bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both touch training startup, but one is a resume/checkpoint edge case and the other is a FineWeb dataloader/epoch-start failure." + "reason": "Both involve training, but one is a resume_from_checkpoint epoch-iterator bug and the other is a training-start failure; different root causes and code paths." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "One is tokenizer error handling with missing protobuf; the other is a missing import_utils availability symbol. Unrelated failures." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Documentation/model-processor mismatch and quantization errors are unrelated to the position-id key regression." + "reason": "Docs/example errors for SigLIP2 are not the same bug as the position-id/key mismatch regression in other models." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "Both involve vision/image workloads, but CUDA OOM in Sam3Video is not the same as Swin2SR over-padding logic." + "reason": "CUDA OOM in Sam3Video is unrelated to over-padding in Swin2SR preprocessing." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different models and failures: unsupported feature-extractor arg vs device-map mismatch during forward." + "reason": "Different subsystems and symptoms: feature extractor crash on unsupported arg vs device_map forward mismatch." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and a multimodal feature-length helper bug are unrelated code paths." + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe output-length helper behavior." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType error and Mac bus-error in CLIP loading are different failure modes." + "reason": "Trainer NoneType broadcast failure and MacOS bus error on CLIP are distinct runtime issues." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype/AMP issues, but they affect different model stacks and concrete code paths." + "reason": "Both mention dtype, but they affect different models and code paths; not the same concrete bug." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warnings and tensor-parallel OOM on a large Qwen model are unrelated." + "reason": "Local-path import warning is unrelated to tensor-parallel OOM while loading Qwen2-57B." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer ReLU discussion is not the same bug as trust_remote_code breaking after removing is_torch_fx_available." + "reason": "A missing ReLU in DSA indexer is unrelated to removal of is_torch_fx_available breaking 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 feature-length behavior." - }, - { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "Zero probabilities in SigLIP2 is a model output issue, not the same as unexpected position-id key loading." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length computation." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash-Attention 2 on XLMRoberta and Llama 3.2 Vision model loading are different problems." + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 model loading are different problems." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash-Attention 2 tests and embedding reinitialization after resize are unrelated." + "reason": "Failing FA2 tests do not match the embedding reinitialization bug in post_init." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 are not the same as unexpected position-id keys." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in eval and undefined video-token helper symbols are different bugs." + "reason": "Embedding dtype drift during eval is unrelated to undefined variables in the multimodal token-count helper." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "v4/v5 output drift for Pegasus and Qwen3.5 flash-attention generation failures do not share the same code path." + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failures are separate model-specific regressions." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer wrong IDs and return_tensors being ignored are separate API bugs." + "reason": "Wrong AutoTokenizer IDs across several models is unrelated to silently ignored return_tensors when text_kwargs is passed." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multimodal iterable-dataset training failure and Beit label reduction bug are unrelated." + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation is distinct from BF16-to-FP32 dtype changes." - }, - { - "left": "issue:45290", - "right": "issue:45381", - "accept": false, - "reason": "Chat-template tool-call crash and video vision_position_ids regression are both multimodal, but not the same bug." + "reason": "BF16-to-FP32 embedding dtype change is not the same as gradient checkpointing being disallowed in eval mode." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBert issue and torch.jit generator-expression export error are unrelated." + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp limitation are entirely different." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen flash-attention generation and Gemma4 multi-GPU OOM are different failures." + "reason": "Flash-attention generation bug in Qwen3.5 is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and qwen2.5-vl video vision_position_ids bug are distinct features and failure modes." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 indentation/parser issue in DebertaV2 and Qwen3.5 kernel-registration decorator error are not the same code defect." + "reason": "Python 3.13 indentation/parsing failure with decorators is not the same as a missing decorator registration for apply_rotary_pos_emb." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP crash in LwDetrImageLoss and flash_attention.py AttributeError on s_aux=None are distinct bugs." + "reason": "AMP/CUDA loss crash and flash_attention.py AttributeError on s_aux=None are different code paths." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Saving/loading custom token IDs and loading the wrong custom module after save_pretrained are different serialization issues." + "reason": "Custom token ID persistence in DiaConfig is unrelated to loading the wrong custom module after save_pretrained." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Assistant tool-call chat-template crash and SmolVLM video padding bug are both templating/vision-adjacent but not duplicates." + "reason": "Tool-call chat template crash is unrelated to incorrect video padding in SmolVLM." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Missing flash-attention helper import and pip extras backend composition are unrelated package/load issues." - }, - { - "left": "issue:32090", - "right": "issue:33290", - "accept": false, - "reason": "NoneType broadcast error in Trainer and Adafactor+DeepSpeed OOM are different training problems." - }, - { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline top_k output shape change is unrelated to GPU broadcast NoneType failures in Trainer." + "reason": "Missing flash-attention utility import and TensorFlow omission in the torch extra are unrelated packaging/import issues." } ] }, @@ -9567,14 +9578,17 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ + "issue:25251", "issue:29127", "issue:29942", "issue:30064", + "issue:32090", + "issue:33290", "issue:33357", "issue:34567", "issue:39692", @@ -9607,21 +9621,19 @@ "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" + "issue:46121" ], "soft_pairs": [ + "issue:32090|issue:33290", + "issue:25251|issue:32090", "issue:43873|issue:45229", "issue:44561|issue:44779", "issue:44448|issue:44466", @@ -9630,15 +9642,15 @@ "issue:43278|issue:43575", "issue:45588|issue:45823", "issue:41720|issue:45229", - "issue:33357|issue:39692", "issue:43381|issue:43701", + "issue:33357|issue:39692", "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:45372|issue:45588", "issue:44361|issue:45198", "issue:44186|issue:45198", "issue:43611|issue:46121", @@ -9647,234 +9659,211 @@ "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" + "issue:43756|issue:45440" ], - "prepared_review_unit_hash": "609528ef6edf69e8a1af3307867e13d347d30829276c203bb856e46e65a6d313", + "prepared_review_unit_hash": "03079b190960ac07a181f6af6232533871e0415c3fee514b17db05363a8b54ee", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37388, - "estimated_input_tokens": 9347, - "estimated_eval_tokens": 18950 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35874, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 }, "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.", + "summary": "This cluster is heterogeneous and mostly contains near-theme matches rather than true duplicates. I selected issue #43873 as the closest canonical issue because it is the broadest, most centrally referenced report in the set, but I rejected all soft edges as distinct bugs/changes.", + "confidence": 0.68, + "canonical_issue_reason": "#43873 is the most central and broadly framed report in the set (quantization/offloading behavior, multiple inbound refs, active discussion), so it is the best single issue to anchor the cluster despite the cluster not being a true duplicate group.", "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_issue_reason": "#43873 is the best overall issue candidate because it is open, has the strongest cross-references, and covers the broadest symptom area among the items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different failure modes: Trainer/_gpu_broadcast_one NoneType error vs DeepSpeed Adafactor OOM. Same general training area, but not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output nesting and Trainer broadcast error are unrelated code paths and symptoms." + }, { "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." + "reason": "Both involve GPU/quantization-related memory pressure, but one is an offloading/quantization behavior bug and the other is a Gemma4 multi-GPU inference OOM; not the same concrete defect." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "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." + "reason": "Removal of a helper breaking trust_remote_code is unrelated to DeepSeek tokenizer correctness regression." }, { "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." + "reason": "One is a generation output regression, the other is serialization of tied weights; both v5-related but different underlying code paths." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning with trailing slash is unrelated to quantization/offloading behavior." + "reason": "Local-path trailing slash import warning 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." + "reason": "Python version compatibility and DeepSeekV3MoE divergence are separate issues." }, { "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." + "reason": "Embedding dtype drift during eval is unrelated to loading Qwen2-57B with tensor parallelism OOM." }, { "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." + "reason": "flash_attention crash on s_aux=None and Gemma4 PLE device mismatch are different forward-path bugs." }, { "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." + "reason": "Different models and causes: auto device-mapping assert vs multi-GPU CUDA OOM." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "MacOS bus error on a CLIP model is unrelated to documentation example errors around SigLIP2 model/processor mismatch and quantization." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated trainer-state issues." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Eval-mode gradient-checkpointing behavior and resume-from-checkpoint key mismatch are separate training lifecycle bugs." + "reason": "MacOS CLIP bus error and SigLIP2 docs/model mismatch+quantization failure are not the same defect." }, { "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." + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are separate bugs." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to a TrainerState counter not updating." + "reason": "LayoutLMv3 error clarity and TrainerState token-count updating are unrelated." }, { "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." + "reason": "Flash-attention generation regression and stale num_return_sequences warning do not share the same underlying bug." }, { "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." + "reason": "Gemma eos_token_id inconsistency is unrelated to 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." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except error handling are different issues." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Gemma4 processor loading import failure is distinct from a flash_attention AttributeError on s_aux=None." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "BigBirdTokenizer special-token registration is unrelated to recurrent state reset behavior in modular_qwen3_5." + "reason": "Gemma4 processor import failure and flash_attention s_aux=None crash affect different layers and code paths." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks and wav2vec2 save/tokenization failure are different tokenizer/model paths." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are separate tokenizer/model bugs." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to wav2vec2 save_pretrained/tokenization failures." + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to Wav2Vec2 save/tokenization failure." }, { "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." + "reason": "base_model_prefix loading regression and rope-parameter validation TypeError are unrelated." }, { "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." + "reason": "FineGrainedFP8Config load failure and quantized model saving failure are both quantization-related but not the same bug or 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." + "reason": "Executorch export issues and flash_attention s_aux=None crash are unrelated." }, { "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." + "reason": "Both involve Gemma4, but one is an external import error and the other is a missing processor attribute; not the same concrete failure." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to image processor void segmentation-map handling." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." }, { "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 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)." + "reason": "Both tokenizer-related, but one is a BigBird special-token registration bug and the other is an AutoTokenizer loading failure for a different tokenizer." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "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." + "reason": "Unsupported center arg in a feature extractor and video-input regression for Qwen VL models are different regressions." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Category-count limit RuntimeError is unrelated to a stale generation warning." + "reason": "Smollm3 RoPE layer behavior and DeepSeekV3MoE divergence are separate model-implementation issues." } ] }, @@ -9893,15 +9882,16 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:27957", "issue:29127", "issue:29942", "issue:33290", + "issue:33357", "issue:34567", "issue:34689", "issue:35141", @@ -9916,9 +9906,7 @@ "issue:43531", "issue:43575", "issue:43701", - "issue:43761", "issue:43824", - "issue:43873", "issue:43931", "issue:43994", "issue:44186", @@ -9927,19 +9915,21 @@ "issue:44387", "issue:44442", "issue:44462", - "issue:44514", "issue:45072", "issue:45198", + "issue:45245", "issue:45250", - "issue:45381", + "issue:45372", "issue:45412", "issue:45440", + "issue:45459", "issue:45491", + "issue:45563", "issue:45588", "issue:45593", "issue:45600", + "issue:45712", "issue:45834", - "issue:45859", "issue:46121", "issue:46369", "issue:46399", @@ -9947,259 +9937,273 @@ "issue:46693" ], "soft_pairs": [ + "issue:45459|issue:45712", + "issue:45491|issue:46693", + "issue:29127|issue:33357", + "issue:45245|issue:45563", "issue:43065|issue:45412", "issue:43065|issue:43994", - "issue:44265|issue:45198", "issue:27957|issue:29942", + "issue:44265|issue:45198", "issue:43575|issue:43701", + "issue:45372|issue:45459", "issue:29127|issue:35141", - "issue:45440|issue:45593", "issue:42490|issue:43381", + "issue:45440|issue:45593", "issue:43066|issue:44462", + "issue:43994|issue:45412", "issue:45412|issue:46369", "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:27957|issue:29127", - "issue:43526|issue:46693", "issue:27957|issue:33290", - "issue:43824|issue:44279", + "issue:43526|issue:46693", "issue:43526|issue:44186", + "issue:43824|issue:44279", "issue:46121|issue:46399", "issue:43994|issue:46369", "issue:33290|issue:34689", - "issue:43334|issue:43531", "issue:33290|issue:35141", + "issue:43334|issue:43531", "issue:45250|issue:46640", "issue:33290|issue:34567", - "issue:45588|issue:45600", - "issue:43761|issue:45859", - "issue:43381|issue:43873", - "issue:44514|issue:45381" + "issue:45588|issue:45600" ], - "prepared_review_unit_hash": "0a2ab7589a1003365a6dd1d8b013f2fd96a1c804392cfd2b313c7649e7edbf6f", + "prepared_review_unit_hash": "abe56b91683ec10fd9340f8d7b178b283a22fefaf1f7d3ff005184327e50ffcd", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36419, - "estimated_input_tokens": 9105, - "estimated_eval_tokens": 18466 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37663, + "estimated_input_tokens": 9416, + "estimated_eval_tokens": 19088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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": "No single issue is a safe canonical duplicate target; the items span multiple unrelated bugs (FA2, tokenizer, model loading, memory, and config regressions).", + "summary": "This set is a mixed collection of unrelated issue reports. The soft-similarity pairs mostly share broad keywords or subsystems but describe different bugs, models, or failure modes, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:46640 is the broadest and most umbrella-like report in the set; it covers Flash Attention 2 generally and is the most plausible representative among the FA2-related issues.", "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_issue_reason": "issue:46640 is the best overall issue anchor because its scope is the widest and it can subsume nearby FA2-related discussion better than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Different problems: hidden tokenizer error handling vs leftover dummy PT classes / repo checks." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2 and long-context, but one is NaN embeddings from mixed-length sliding windows and the other is a performance regression." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging is unrelated to a CLIP model bus error on macOS." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale generate warning are unrelated failure modes." + }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Different bugs in different models: Sam3PixelDecoder dummy conv vs RT-DETR memory leak." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Different model-specific failures: Sam3PixelDecoder dummy conv vs Siglip2 bad outputs." + "reason": "Sam3PixelDecoder dummy layer issue is unrelated to Siglip2 AutoModel/pipeline output problems." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:27957", + "right": "issue:29942", "accept": false, - "reason": "Export failure for torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "XLMRoberta FA2 support and failing FA2 tests are not the same concrete bug." }, { - "left": "issue:27957", - "right": "issue:29942", + "left": "issue:44265", + "right": "issue:45198", "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." + "reason": "torch.export with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failures." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Qwen2 OOM under tensor parallelism is unrelated to resume_from_checkpoint key mismatch." + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to token-embedding reinitialization after resize." + "reason": "Gemma processor import failure due to mistral_common is unrelated to protobuf-masked tokenizer errors." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Different models and code paths: DeepseekV3MoE divergence vs D-FINE auxiliary-loss behavior." + "reason": "LayoutLMv3 box messaging and embedding reinitialization after resize are different bugs." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Trailing-slash local model import warning is unrelated to gradient checkpointing in eval mode." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE remote/native divergence is unrelated to D-FINE auxiliary loss handling." }, { "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." + "reason": "Wrong tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 wrong outputs and RT-DETR memory release are unrelated issues." }, { "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." + "reason": "Memory not released after deleting RT-DETR models is different from SAM3-LiteText memory overflow on use." }, { "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." + "reason": "Both are OOM reports, but they involve different models and different causes (TP loading vs int4 quantization reservation)." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Tokenizer post-processor update bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Tokenizer post-processor update behavior is unrelated to FA2 sliding-window NaN embeddings." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different bugs." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different subsystems and bugs." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Different Qwen variants and different failures: FineGrainedFP8Config vs weight-shape mismatch." + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight shape mismatch are unrelated model-loading problems." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR index error." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long OCR index errors." }, { "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 regression." + "reason": "FA2 support for XLMRoberta is unrelated to LayoutLMv3 error-message clarity." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLMRoberta FA2 support is unrelated to Adafactor/DeepSpeed OOM." + "reason": "Model-specific FA2 support is unrelated to adafactor/deepspeed OOM." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "Specific missing import/export for Qwen2.5-VL is not the same as a generic dependency issue." + "reason": "Image-processor label reduction bug is unrelated to FA2 long-context performance regression." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer/processor bugs: label reduction vs LayoutLMv2Tokenizer crashes." + "reason": "BeitImageProcessorFast label handling is unrelated to LayoutLMv2 tokenizer crashes." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2.5-VL import error is not the same as a generic dependency issue." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-parameter JSON type handling is unrelated to Qwen3.5 kernel registration failure." + "reason": "RoPE validation TypeError is unrelated to missing decorator registration for apply_rotary_pos_emb." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Siglip2 nonsensical outputs and Sam3LiteText memory overflow are unrelated." + "reason": "Siglip2 nonsensical outputs are unrelated to SAM3-LiteText memory overflow." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "DeepSpeed/Adafactor OOM is unrelated to Llama 3.2 90B Vision loading regression." + "reason": "Adafactor+deepspeed OOM is unrelated to Llama 3.2 Vision model loading failure." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window are different bugs." + "reason": "Optimizer/deepspeed OOM is unrelated to embedding reinitialization after resize." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "OOM in DeepSpeed optimizer usage is unrelated to token-embedding reinitialization in post_init." + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding-window issue are distinct problems." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both are generic FA2 titles, but there is no evidence they are the same concrete code-path bug." + "reason": "These are both generic FA2 reports, but the titles do not indicate the same concrete bug or fix path." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Optimizer OOM is unrelated to TrainerState's num_input_tokens_seen not updating." + "reason": "Training OOM with Adafactor/DeepSpeed is unrelated to TrainerState token-count tracking." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "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 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." + "reason": "FA integration crash on sink-less models is unrelated to stale auto_mappings references for Sam3LiteText." } ] }, @@ -10221,15 +10225,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-479", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:34689", "issue:42175", "issue:42490", - "issue:43232", "issue:43262", "issue:43316", - "issue:43388", + "issue:43381", "issue:43493", "issue:43525", "issue:43611", @@ -10246,11 +10249,10 @@ "issue:44077", "issue:44079", "issue:44188", - "issue:44190", "issue:44206", "issue:44442", "issue:44479", - "issue:44496", + "issue:44514", "issue:44743", "issue:44811", "issue:44855", @@ -10264,227 +10266,242 @@ "issue:45216", "issue:45245", "issue:45325", + "issue:45381", "issue:45440", "issue:45479", "issue:45759", + "issue:45859", "issue:45907", "issue:46178", "issue:46234", "issue:46697" ], "soft_pairs": [ + "issue:43761|issue:45859", + "issue:43381|issue:43873", + "issue:44514|issue:45381", "issue:43646|issue:44077", "issue:43262|issue:44206", - "issue:44977|issue:45245", "issue:44743|issue:44811", + "issue:44977|issue:45245", "issue:44442|issue:44898", "issue:34689|issue:43611", "issue:42490|issue:44743", - "issue:45003|issue:45440", "issue:43720|issue:44442", + "issue:45003|issue:45440", "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:43723|issue:45479", "issue:45325|issue:46697", "issue:43873|issue:44871", "issue:43761|issue:44079", + "issue:44062|issue:45907", "issue:43749|issue:43931", - "issue:43931|issue:45216", "issue:43643|issue:44913", + "issue:43931|issue:45216", "issue:44855|issue:45137", - "issue:44987|issue:46178", "issue:43316|issue:45759", "issue:43761|issue:44188", - "issue:43232|issue:43388", - "issue:44190|issue:44496" + "issue:44987|issue:46178" ], - "prepared_review_unit_hash": "a49beba133e5496107d1f9b6170c15c5e71472093195bbe18f04b75fe7cc21be", + "prepared_review_unit_hash": "3a4a17bea103c737537b825ecad2f394f3deb5772105c3ac7db8f0a845bb959f", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36117, - "estimated_input_tokens": 9030, - "estimated_eval_tokens": 18316 + "soft_pair_count": 28, + "serialized_chars": 36315, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated regressions across model loading, config serialization, tokenizers, generation, audio/image processors, quantization, docs, and distributed training. None of the soft pairs look like true duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue: the items cover many unrelated bugs and regressions rather than one underlying problem.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "If one issue must be selected, issue 43611 is the broadest high-level regression report, but it is still not representative of the cluster as a whole.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "This cluster is heterogeneous: mostly unrelated Transformers regressions across loading, configs, processors, quantization, and model-specific behavior. I found no soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected. As a canonical placeholder, I picked the broadest model-loading regression issue.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43611 is the broadest generic regression here (\u201cloading models with base_model_prefix\u201d), making it the least-specific representative among otherwise unrelated bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best single issue to stand in for the cluster because it is broad and central to the model-loading regression theme, even though the cluster does not form a true duplicate set.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs: CLIP hidden-states regression vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate code paths and failures." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is batched chat-template padding and the other is video vision position ids." + }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Both mention initialization hooks, but one is about missing fields with trust_remote_code and the other is about enforcing PatchTSMixer post_init policy; different bugs." + "reason": "Generic custom-model init regression versus a patchtsmixer-specific post_init policy issue." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Different processor parameter regressions: audio chat template sampling rate vs an unsupported center argument in a feature extractor." + "reason": "Audio template sampling-rate defaulting and feature-extractor center-arg crashes are different processor bugs." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Unrelated failures: Qwen3.5 flash-attention generation vs a category cardinality runtime error." + "reason": "Recurrent state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Different code paths and symptoms: Qwen recurrent-state cache handling vs Whisper batch_decode skip_special_tokens behavior." + "reason": "Flash-attention generation bug and category-cardinality RuntimeError are unrelated." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Unrelated model families and failures: tokenizer loading vs Perceiver image resizing/interpolation." + "reason": "Tokenizer loading and Perceiver image-resolution interpolation are different subsystems and failures." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading regressions, but they affect different releases, model types, and root causes; not the same bug." + "reason": "Both involve model loading, but one is a specific Llama 3.2 Vision breakage and the other is a generic base_model_prefix regression." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning is unrelated to Qwen recurrent state reset in generation." + "reason": "Local-path import warning and cache/recurrent-state behavior are unrelated." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "sys.modules access safety issue is unrelated to DeepSeekV3MoE divergence from remote implementation." + "reason": "BitNet packed-weight loading and tokenizer construction are not the same bug." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "BitNet accelerate loading of packed weights is unrelated to FastSpeech2 tokenizer loading." + "reason": "sys.modules access safety and DeepSeekV3MoE implementation divergence are different problems." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging backend selection for torch installs is unrelated to a missing import-utils helper symbol." + "reason": "Missing TensorFlow in a torch extra and a missing import_utils helper are unrelated packaging/import issues." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "A model-implementation discrepancy is unrelated to documentation still referencing removed pipeline APIs." + "reason": "SigLIP2 implementation mismatch and docs still using pipeline() are not the same change." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API issues, but they concern different models and different missing fields; not the same underlying defect." - }, - { - "left": "issue:43723", - "right": "issue:45479", - "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to the single-label classification zero-loss bug." + "reason": "Different model configs and different missing fields; no shared root cause is evident." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init policy is unrelated to the Qwen video-input regression." + "reason": "PatchTSMixer post_init policy and Qwen video-input regression are unrelated model bugs." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to list_repo_files revision forwarding." + "reason": "Tokenizer loading regression and sequence-classification loss computation are unrelated." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Both involve image/video preprocessing, but the bugs are different: rope-index temporal scaling vs over-padding in Swin2SR." + "reason": "Qwen2.5-VL rope index scaling and Swin2SR padding are different image/video preprocessing issues." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to Gemma-3 eos_token_id configuration inconsistency." + "reason": "Quantization offloading and Gemma-3 eos_token_id inconsistency do not match." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIP hidden_states being dropped is not the same as ModelOutput key assignment when values were previously None." + "reason": "Hidden_states regression and ModelOutput key assignment bug are separate behaviors." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures with different causes." + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are unrelated API bugs." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Both touch Qwen model saving/loading, but one is a shape mismatch during load and the other is a broken save_pretrained checkpoint; not the same issue." + "reason": "FSDP CPU-efficient loading breakage and Qwen3-VL weight-shape mismatch are different loading failures." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields with trust_remote_code is different from GPTNeoX rotary_pct not persisting on reload." + "reason": "Missing fields from trust_remote_code AutoConfig and rotary_pct reload resetting are different config-loading issues." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "A model weight-shape mismatch and an incorrect save_pretrained checkpoint are not the same underlying bug." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to the DeepSpeed ZeRO3 deque pop error." + "reason": "Python 3.13 torch.jit parsing error and DeepSpeed deque IndexError are unrelated runtime failures." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Model loading for physical-intelligence/fast is unrelated to the tensorflow_text backend mapping error." + "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM text_config unwrapping are distinct config/model-construction issues." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Both are attention/model behavior issues, but one is a CLIP output regression and the other is torch.compile branching divergence; different bugs." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs synchronization after sync_gpus is unrelated to gather_for_metrics dropping tuple label elements." + "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are unrelated." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config.json error." + "reason": "A model-loading regression and a tensorflow_text backend mapping error are unrelated." } ] }, @@ -10503,10 +10520,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:16998", "issue:22355", @@ -10517,8 +10534,10 @@ "issue:42175", "issue:42617", "issue:42907", + "issue:43232", "issue:43295", "issue:43316", + "issue:43388", "issue:43404", "issue:43441", "issue:43452", @@ -10526,13 +10545,13 @@ "issue:43575", "issue:43606", "issue:43646", - "issue:43650", "issue:43701", "issue:43716", "issue:43742", "issue:43825", "issue:44077", "issue:44162", + "issue:44190", "issue:44442", "issue:44464", "issue:44496", @@ -10548,7 +10567,6 @@ "issue:45803", "issue:46050", "issue:46170", - "issue:46202", "issue:46234", "issue:46291", "issue:46365", @@ -10557,25 +10575,27 @@ "issue:46506" ], "soft_pairs": [ - "issue:44442|issue:45803", + "issue:44190|issue:44496", + "issue:43232|issue:43388", "issue:42907|issue:45698", + "issue:44442|issue:45803", "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:44568|issue:45479", + "issue:46234|issue:46291", "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:42175|issue:43316", "issue:44871|issue:46050", "issue:43646|issue:44913", "issue:43452|issue:44496", @@ -10583,205 +10603,204 @@ "issue:44162|issue:44792", "issue:45803|issue:46170", "issue:43404|issue:43441", - "issue:45632|issue:46424", - "issue:43650|issue:46202" + "issue:45632|issue:46424" ], - "prepared_review_unit_hash": "1aee0033bb700aa4a7f9f3ca1719452cede1872b7388422e24ae6e938121fb72", + "prepared_review_unit_hash": "6d0847bfcdb9c73b22e782dbffb276aaf10c7ee5ee6fb9c5c8cee8ec2e154f56", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35291, - "estimated_input_tokens": 8823, - "estimated_eval_tokens": 17902 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36302, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 }, "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.", + "summary": "This set is a heterogeneous mix of unrelated Transformers issues rather than a duplicate cluster. The soft pairs mostly share only broad subsystem keywords (generation, caching, loading, tokenizers) but describe different failure modes, models, or code paths.", + "confidence": 0.92, + "canonical_issue_reason": null, "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_issue_reason": "Issue 45698 is the strongest standalone candidate: it has the most discussion, multiple inbound references, and a clear, broadly relevant from_pretrained/save_pretrained custom-module loading regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different problems: local dataset loading in a no-trainer script vs model config recognition on a specific model repo." + }, + { + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Tokenizer loading failure vs bare-except error swallowing in Fuyu tensor conversion; unrelated code paths." + "reason": "Both involve training internals, but one is a generation state update bug and the other is a metrics/batch-label truncation bug." }, { "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." + "reason": "Both touch save/load flows, but one is about saving dequantized Ministral/Devstral models and the other about loading the wrong custom module after save_pretrained; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Unrelated: tokenizer loading failure vs a bare-except bug in Fuyu tensor conversion." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3D parallel script failure vs tensor-parallel OOM on Qwen; different symptom and cause." + "reason": "Different failure modes: running a parallel script vs tensor-parallel OOM on a specific Qwen2 model." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch vs CPU/CUDA result divergence; not the same underlying issue." + "reason": "Checkpoint key mismatch and CPU/CUDA inference differences are distinct bugs." }, { "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." + "reason": "OOM during tensor-parallel loading is not the same as a key error while loading MobileLLM-125M." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention compatibility for XLM-Roberta vs Trainer GPU broadcast NoneType error; different subsystems." + "reason": "Flash Attention support for XLMRoberta is unrelated to a Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "top_k output shape regression vs missing PyTorch import; no shared bug." + "reason": "Pipeline top_k output shape change is unrelated to an ImportError about missing PyTorch." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA model failure vs resume_from_checkpoint key mismatch; unrelated." + "reason": "torch.compile with SDPA on Bamba and resume_from_checkpoint key mismatch are different code paths and symptoms." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Missing import_utils helper vs kernels import/version requirement; both dependency-related but not the same issue." + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." }, { "left": "issue:44568", "right": "issue:45479", "accept": false, - "reason": "Tokenizer special-token behavior vs sequence-classification loss bug; different layer of the stack." + "reason": "Tokenizer special-token insertion and sequence-classification loss degeneracy are different bugs." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:46234", + "right": "issue:46291", "accept": false, - "reason": "CPU offload device mismatch vs checkpoint key mismatch; no overlap in root cause." + "reason": "Missing import_utils helper and a kernels package version/revision import failure are separate dependency issues." }, { "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." + "reason": "Compiled-forward chunked generation inconsistency is not the same as cache lazy initialization causing recompilation." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length question vs missing transformers.onnx module; unrelated." + "reason": "Model_max_length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module." }, { "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." + "reason": "Custom processor/tokenizer regression is unrelated to an error message incorrectly mentioning translation tasks." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression vs Gemma eos_token_id mismatch; different objects and failure modes." + "reason": "Processor/tokenizer API regression is different from Gemma eos_token_id config inconsistency." }, { "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." + "reason": "Both involve special tokens, but one is a config mismatch and the other is a Whisper empty-transcription generation failure after alignment." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API mismatch vs Mistral-3 image preprocessor dtype mismatch; unrelated." + "reason": "Gemma3TextConfig API discrepancy and image preprocessor dtype mismatch are not the same underlying bug." }, { "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." + "reason": "Dependency/backend installation issue vs configuration API discrepancy; no shared bug." }, { "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." + "reason": "Gemma eos_token config mismatch is unrelated to quantized model save/load breakage." }, { "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." + "reason": "Custom model initialization breakage in v5 and GPTNeoX rotary_pct reload regression are separate issues." }, { "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." + "reason": "GGUF-related from_pretrained/tokenizer loading breakage is unrelated to an unrecognized model config error." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Fuyu tensor conversion exception handling vs Trainer import conflict with datasets; unrelated." + "reason": "Bare except swallowing errors in Fuyu conversion is unrelated to Trainer import problems caused by datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 runtime breakage vs janus test failure; no shared bug." + "reason": "ESM2 breakage and a Janus model test failure are unrelated model-specific issues." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Fuyu tensor conversion bug vs Windows ROCm torch.distributed import dependency; unrelated." + "reason": "Fuyu tensor conversion exception handling and Windows/ROCm distributed import errors are 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." + "reason": "Weight tying bug in Mistral3ForConditionalGeneration is different from FlashAttention failure in Ministral-3." }, { "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." + "reason": "Cache-path collision for local models and max_cache_length semantics for quantized cache are different cache bugs." } ] }, @@ -10803,7 +10822,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-479", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:35141", "issue:41950", @@ -10817,13 +10836,12 @@ "issue:43531", "issue:43540", "issue:43572", + "issue:43650", "issue:43673", "issue:43688", "issue:43761", "issue:43827", - "issue:43931", "issue:43994", - "issue:44060", "issue:44190", "issue:44479", "issue:44514", @@ -10847,15 +10865,16 @@ "issue:45698", "issue:46082", "issue:46178", + "issue:46202", "issue:46234", "issue:46369", - "issue:46421", "issue:46617", "issue:46640", "issue:46697" ], "soft_pairs": [ "issue:44610|issue:46369", + "issue:43650|issue:46202", "issue:43761|issue:44479", "issue:43572|issue:46178", "issue:45542|issue:46234", @@ -10864,201 +10883,193 @@ "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:43352|issue:46640", "issue:43673|issue:44743", "issue:41950|issue:43475", - "issue:43525|issue:43531", "issue:44190|issue:44964", + "issue:43525|issue:43531", "issue:35141|issue:42490", "issue:44534|issue:44913", "issue:44734|issue:45406", "issue:46082|issue:46697", - "issue:45632|issue:46617", - "issue:43827|issue:43994", "issue:44855|issue:45588", - "issue:43931|issue:44060", - "issue:43673|issue:46421" + "issue:45632|issue:46617", + "issue:43827|issue:43994" ], - "prepared_review_unit_hash": "5a241dbf00566d99b2bdb304adf640e267799a4de39725e16e7a86b82f601319", + "prepared_review_unit_hash": "409ff87ecd9b2217b3d1749f7b7f6b11bd1c2df32037232497158dd771b9a2df", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 35352, - "estimated_input_tokens": 8838, - "estimated_eval_tokens": 17932 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34354, + "estimated_input_tokens": 8589, + "estimated_eval_tokens": 17434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated transformer issues; the soft links look like loose topical similarity rather than true duplicates. No PRs are present. I\u2019d use the custom-module loading regression as the representative issue because it has the most discussion and inbound references.", + "summary": "The cluster is heterogeneous: the soft-similarity pairs mostly share broad subsystem vocabulary (loading, cache, processors, flash-attn, multimodal), but they describe different concrete failures. I would not merge any of the candidate pairs as duplicates.", "confidence": 0.88, - "canonical_issue_reason": "issue:45698 has the strongest signal in the set (highest discussion/inbound references) and describes a concrete, broadly impactful save_pretrained/from_pretrained regression.", + "canonical_issue_reason": "issue:45698 is the strongest standalone anchor: it is open, has the most discussion/inbound references, and its title/body describe a clear, user-facing `from_pretrained` loading bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the most central and well-documented bug report in this group; it is a real code-path regression rather than a documentation or model-specific edge case.", + "best_issue_reason": "issue:45698 is the best representative issue in this set because it is active, well-scoped, and has the broadest practical impact among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different models and failures: processor size mismatch vs SAM3 LiteText memory overflow." + "reason": "Both involve SAM/vision models, but one is a processor size mismatch and the other is a memory overflow; different root causes and fixes." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated problems: a placeholder/invalid issue title versus a Gemma tokenization roundtrip bug." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Different subsystems and symptoms: CLIP hidden_states regression vs Qwen VL video-input regression." + "reason": "Both are regressions, but they hit different model families and different code paths (`CLIPVisionModel` hidden states vs Qwen video inputs/flash-attn)." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Unrelated: StableLm config field migration vs TensorFlow text backend registration error." + "reason": "No meaningful overlap beyond both being import/config related; one is a missing config field, the other is a backend mapping error." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Different backend/package issues: TensorBoard without TF vs missing falcon_mamba availability helper." + "reason": "Completely different failures: TensorBoard/TensorFlow backend selection versus a missing import utility for Falcon Mamba SSM." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are multimodal/VL-related, but one is a video input ValueError and the other is a batched chat-template padding crash." + "reason": "Both are Qwen multimodal issues, but one is a video-input processing error and the other is a batched chat-template padding crash." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy pretrained-field load failure is not the same as loading the wrong custom module after save_pretrained." + "reason": "Different loading bugs: legacy field compatibility for BEiT preset loading versus wrong custom module resolution after `save_pretrained`." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different training bugs: metric gathering drops labels vs auxiliary-loss normalization." + "reason": "Different training/eval logic: metric gathering truncation versus auxiliary-loss normalization." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d placeholder issue is unrelated to the SAM3 video OOM report." + "reason": "A dummy Conv2d implementation issue is not the same as a CUDA OOM in Sam3Video." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Different regression types: LoRA/extended-vocab collapse vs missing mm_token_type_ids default." - }, - { - "left": "issue:43352", - "right": "issue:46640", - "accept": false, - "reason": "A model-specific unsupported-FA2 issue is not the same as a generic flash-attention problem report." + "reason": "One concerns LoRA merge behavior with tied embeddings; the other is a multimodal token-id defaulting issue." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different model families and behaviors: janus image-generation test failure vs Qwen3.5 flash-attention generation issue." + "reason": "Different problems in different models: janus test failure versus Qwen3.5 flash-attention generation behavior." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Test failure on one model is unrelated to auto_mappings CI breakage from removed Sam3LiteText configs." + "reason": "A failed janus image-generation test is unrelated to stale `auto_mappings` references breaking CI." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Too vague on the right-hand side; the left is a specific model-compatibility error, not clearly the same bug as a generic flash-attention issue." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache behavior, but one is chunked_prefill cache absence and the other is recurrent-state reset in modular_qwen3_5." + "reason": "Both mention cache/state, but one is a missing GenerationMixin cache in chunked prefill and the other is recurrent-state reset in modular Qwen3.5 code." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Pipeline processor selection bug is unrelated to a missing fpn_position_embeddings attribute on SAM3 video output." + "reason": "Different pipeline/model bugs: pipeline processor lookup versus a missing `fpn_position_embeddings` attribute in SAM 3 video output." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Different model config bugs: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." + "reason": "Unrelated user flows and failure modes: local dataset loading for a training script versus model loading for Phi-4 multimodal." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Dataset-loading failure in an example script is unrelated to a multimodal model load regression." + "reason": "A missing `pad_token_id` config attribute is unrelated to Qwen3-MoE sliding-window behavior." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Token-embedding resize reinit bug is unrelated to a path-with-trailing-slash import warning." + "reason": "Different areas entirely: embedding resize/post-init reinitialization versus local-path import warning handling." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are different bugs." + "reason": "Both are v5 regressions, but one is about non-persistent buffers and the other about config round-tripping of `rotary_pct`; not the same code path." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation indexing crash is not the same as Gemma4Processor missing _tokenizer in serve." + "reason": "Different serve failures: KV-cache continuation indexing versus missing `_tokenizer` on Gemma4Processor." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Config validation for head_dim is unrelated to Swin2SR image over-padding." - }, - { - "left": "issue:45632", - "right": "issue:46617", - "accept": false, - "reason": "Both touch trust_remote_code caching, but one is leaf-directory collision and the other is FileNotFoundError when loading from cache." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs still mentioning pipeline() is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "A config validation edge case for Llama is unrelated to an image-processor padding bug in Swin2SR." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import parsing failure is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Different failures in unrelated areas: Python 3.13 import/parsing issue versus flash-attention handling of `s_aux=None`." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Different Qwen3-related bugs: weight-shape mismatch on load vs an incorrect tied-weights warning." + "reason": "Both involve `trust_remote_code` caching, but one is a leaf-directory collision and the other is a cache file-not-found scenario; not the same defect." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Related to cache/chunked prefill, but one is missing GenerationMixin cache and the other is lazy cache init causing recompilation; not the same bug." + "reason": "One is documentation lag after pipeline removals; the other is a model behavior issue with `AutoModel`/`pipeline` usage." } ] }, @@ -11080,7 +11091,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-479", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:25251", "issue:27957", @@ -11093,15 +11104,16 @@ "issue:43540", "issue:43550", "issue:43644", + "issue:43673", "issue:43761", + "issue:43931", + "issue:44060", "issue:44077", "issue:44112", "issue:44190", "issue:44242", - "issue:44462", "issue:44464", "issue:44479", - "issue:44521", "issue:44610", "issue:44617", "issue:44734", @@ -11111,27 +11123,27 @@ "issue:44877", "issue:44913", "issue:44933", - "issue:44938", "issue:45127", "issue:45245", "issue:45276", + "issue:45290", "issue:45357", "issue:45362", "issue:45381", - "issue:45542", "issue:45563", "issue:45584", "issue:45600", - "issue:45632", "issue:45803", - "issue:45907", - "issue:46234", "issue:46369", + "issue:46421", "issue:46489", "issue:46655", - "issue:46697" + "issue:46697", + "issue:46752" ], "soft_pairs": [ + "issue:43931|issue:44060", + "issue:43673|issue:46421", "issue:43761|issue:44242", "issue:44617|issue:45584", "issue:45563|issue:45584", @@ -11139,248 +11151,229 @@ "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:44077|issue:44877", "issue:43550|issue:44190", + "issue:45381|issue:46369", "issue:41720|issue:45245", "issue:43335|issue:44190", - "issue:44464|issue:45563", "issue:43065|issue:44610", + "issue:44464|issue:45563", "issue:39692|issue:44190", "issue:45127|issue:45357", - "issue:44112|issue:45600", "issue:45381|issue:46655", + "issue:44112|issue:45600", "issue:43526|issue:46697", "issue:44779|issue:46489", "issue:44617|issue:46369", "issue:43295|issue:45276", + "issue:45290|issue:46752", "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" + "issue:43540|issue:44734" ], - "prepared_review_unit_hash": "9874ef5905e302545ac69f24e66181caebcc654e13c527a90f0e35a55589bf80", + "prepared_review_unit_hash": "2ae36f61cfbaf928b8f5f9c2487c5027331e94d16ab4b1227b90b2120a9c225c", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36656, - "estimated_input_tokens": 9164, - "estimated_eval_tokens": 18584 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35546, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 }, "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 across different models, processors, configs, and CI failures. The only likely duplicate pair is the DeepSeek tokenizer regression reports; everything else looks distinct enough to keep separate.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44779 is the broadest and clearest report of the DeepSeek tokenizer v5 regression, making it the best anchor for the likely duplicate pair with issue:46489.", + "summary": "The set is mostly a collection of unrelated transformer/model bugs. A few pairs are thematically close (tokenizers, chunked prefill/cache, chat template edge cases), but they do not appear to be the same concrete underlying defect, so I would not merge them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 46489 is the best canonical issue candidate among the set because it is narrowly scoped, references an existing fix gap (PR #44801), and describes a concrete tokenizer regression with clear reproduction intent.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the strongest standalone issue to keep because it describes the regression directly and covers the broader symptom, while issue:46489 reads like a narrower follow-up to the same tokenizer problem.", + "best_issue_reason": "Issue 46489 is the strongest overall issue to anchor on: it is specific, actionable, and tied to an upstream fix path, making it more useful than broader symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different models and different failures: weight-shape mismatch in Qwen3-VL vs a tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve chunked prefill/cache, but one is a missing cache issue and the other is spurious recompilation from lazy initialization; not the same bug." + }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Different models and code paths: CLIP vision hidden-state regression vs MoE load-balancing loss logic." + "reason": "Unrelated regressions in different subsystems: CLIPVision hidden states vs MoE load-balancing loss computation." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Unrelated failures: Sam3Video OOM versus Whisper empty-transcription handling." + "reason": "Completely different components: Sam3Video OOM vs Whisper empty transcription after align_special_tokens." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Different generation issues: a stale warning versus an actual empty-output crash." + "reason": "Different generation issues: stale warning for num_return_sequences vs Whisper failure on empty output." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "One is buffer initialization corruption; the other is config reload losing rotary_pct." + "reason": "One is about non-persistent buffers being filled with junk, the other about rotary_pct not persisting on reload." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k shape bug is unrelated to XLMRoberta Flash Attention 2 support." + "reason": "Different behavior and models: pipeline top_k nesting issue vs XLMRoberta Flash Attention 2 support." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import in image_utils is not the same as a Qwen3.5 chat crash." + "reason": "A missing import from image_utils is unrelated to a Qwen3.5 chat crash." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Config construction bug and Python 3.13 JIT parsing error are unrelated." - }, - { - "left": "issue:44077", - "right": "issue:44877", - "accept": false, - "reason": "Different config-validation problems in different models; not the same defect." + "reason": "Different code paths: SwitchTransformers config sparsity bug vs Python 3.13 JIT parsing/IndentationError." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both involve generation, but one is a multimodal video regression and the other is KV-cache continuation indexing in serve." + "reason": "One is a video-input regression in several VLMs, the other is a serve KV-cache indexing crash; not the same fix target." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Qwen2.5-VL video position ids and Sam3-LiteText memory overflow are different bugs in different models." + "reason": "Related only at a broad config-validation level; the model/configs and failure modes differ." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in an example script." + "reason": "Bamba torch.compile/SDPA failure is unrelated to loading a local dataset in a training script." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different problems: wrong vision position ids in Qwen2.5-VL vs memory overflow in Sam3-LiteText." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert on A800 and category-count overflow are different root causes." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the category-count limit error." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "A SwitchTransformers config bug is unrelated to dataset-loading failure." + "reason": "No concrete code-path overlap; one is model config construction, the other is dataset loading." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Compiled chunked-generation inconsistency and a stale warning in paged generate are separate issues." + "reason": "Different Sam3/OmDet issues: a dummy Conv2d in pixel decoder vs processor output-size mismatch." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Sam3PixelDecoder dummy conv2d and OmDet-Turbo processor size mismatch do not share the same underlying bug." + "reason": "Chunked generation inconsistency under compiled forward is unrelated to a stale warning about num_return_sequences." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Documentation example problems are unrelated to local dataset loading." + "reason": "Documentation/example mistakes are not the same underlying bug as local dataset loading failure." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge with extended vocab collapse is a different code path from incorrect visual-encoder keys on save_pretrained." + "reason": "LoRA merge collapse with extended vocab is unrelated to incorrect visual encoder keys during save_pretrained." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "Both are CI-related, but one is a stale test and the other is a broken auto_mappings reference." + "reason": "Both touch video processing, but the bugs are distinct: wrong position ids vs incorrect padding calculation." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Both are video-processing bugs, but the specific failures differ: vision_position_ids vs padding calculation." + "reason": "Both are CI-related, but one is a stale test override and the other is a broken auto_mappings reference; different causes." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "One truncates labels; the other over-pads images. Different image-processor bugs." + "reason": "Different image-processor bugs in different models: label reduction vs over-padding." }, { "left": "issue:44779", "right": "issue:46489", - "accept": true, - "reason": "Both report DeepSeek tokenizer regressions on transformers v5+, and 46489 explicitly looks like the same underlying tokenizer-path problem with a remaining gap in the prior fix." + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions, but the model scope and reported failure modes differ enough that they do not clearly describe the same concrete bug." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both mention memory issues, but they are different models with different symptoms and likely different causes." + "reason": "Both mention memory pressure, but the affected models and root causes are not the same." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and gemma4 embedding-resize propagation are not the same defect." + "reason": "Regression in processor/tokenizer access is unrelated to resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Same API surface, but distinct edge cases: assistant tool-call messages vs an empty message list." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU arange work and a bare-except swallowing errors are unrelated." + "reason": "XLNet CPU tensor allocation bug is unrelated to a bare-except swallowing errors in FuyuBatchFeature." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input validation failure and serve KV-cache indexing crash are distinct code paths." - }, - { - "left": "issue:44938", - "right": "issue:45542", - "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to the tensorboard-without-TensorFlow backend issue." - }, - { - "left": "issue:45276", - "right": "issue:45584", - "accept": false, - "reason": "Gemma4 embedding resizing and Whisper empty transcription are different model behaviors." - }, - { - "left": "issue:44462", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer.json selection and list_repo_files revision forwarding are unrelated repository-API issues." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "All-zero assistant masks in multimodal chat templating is a different bug from Qwen2.5-VL video position ids." - }, - { - "left": "issue:45632", - "right": "issue:46234", - "accept": false, - "reason": "Cache-path collision for trust_remote_code and a missing import_utils symbol are unrelated." + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache indexing crash are different bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is well grounded in the packet. The lone accepted pair, issue:44779 and issue:46489, is supported by closely related DeepSeek tokenizer regression titles, and the rationale stays conservative by framing 46489 as a follow-up/gap in the prior fix rather than a fully proven duplicate. The remaining soft-edge rejections are also cautious and consistent with the issue titles." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11392,10 +11385,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:27957", "issue:32090", @@ -11406,17 +11399,13 @@ "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", @@ -11425,260 +11414,256 @@ "issue:44246", "issue:44279", "issue:44295", + "issue:44462", "issue:44496", "issue:44521", - "issue:44683", "issue:44734", + "issue:44938", "issue:44964", "issue:44987", "issue:45003", - "issue:45083", "issue:45216", "issue:45245", - "issue:45335", + "issue:45276", "issue:45375", - "issue:45446", + "issue:45381", + "issue:45542", "issue:45584", - "issue:45593", "issue:45600", + "issue:45632", + "issue:45907", "issue:46082", "issue:46121", + "issue:46234", "issue:46424", "issue:46506" ], "soft_pairs": [ - "issue:44246|issue:45003", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:45632|issue:46234", "issue:43854|issue:44964", + "issue:44246|issue:45003", "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:45245|issue:45584", + "issue:44186|issue:44734", "issue:36246|issue:41628", "issue:42796|issue:44521", - "issue:44186|issue:44734", + "issue:32090|issue:35141", "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:43673|issue:46424", "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" + "issue:43976|issue:44987" ], - "prepared_review_unit_hash": "64e7e6c6a94575183855a18f72db0d97939cd9fd0159a61338e996b3d15547a6", + "prepared_review_unit_hash": "029310b2c28618aad5231d422af434d8888366844e6f7afb92d5c4ffdaf46fca", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36371, - "estimated_input_tokens": 9093, - "estimated_eval_tokens": 18442 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35497, + "estimated_input_tokens": 8875, + "estimated_eval_tokens": 18006 }, "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.", + "summary": "This cluster is heterogeneous: the soft pairs span different models, APIs, and failure modes, so none look like true duplicates. No PRs are present in the set.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44521 is the strongest standalone issue to anchor the cluster: it is specific, reproducible, already referenced by others, and has clear multimodal context.", "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_issue_reason": "issue:44521 is also the best overall representative issue because it is well-scoped and actionable, unlike many of the other broad or unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure vs TensorFlow-backend detection problem; different layers and symptoms." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize/tie-weight regression vs Whisper empty-transcription generation bug; unrelated code paths." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one is assistant-mask generation in chat templates and the other is Qwen2.5-VL vision position IDs." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer choosing tokenizer.json vs Hub file listing not forwarding revision; different APIs and fixes." + }, + { + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Import latency and unsafe sys.modules access are different problems and likely need different fixes." + "reason": "Local trust_remote_code cache-path collision vs missing import utility symbol; not the same bug." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading failures, but they affect different models and describe different failure modes." + "reason": "Both are model-loading failures, but for different models and likely different config/import issues." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness investigation vs unsafe sys.modules access; different underlying problems." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal loading and removed Sam3LiteText auto-mapping references are unrelated." + "reason": "Phi-4 multimodal load failure vs stale auto_mappings entries for removed configs; unrelated roots." }, { "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." + "reason": "Incomplete config returned with trust_remote_code vs unknown model lacking model_type; separate config-loading failures." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI device-override test failure in GraniteSpeech is unrelated to Phi-4 model loading." + "reason": "GraniteSpeech CI flake vs Phi-4 multimodal load regression; different subsystems." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention support for XLM-Roberta is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "Flash Attention 2 support for XLMRoberta vs output embedding reinitialization after resize; no shared code path." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Both touch config validation, but they are different checks in different code paths." + "reason": "Llama head_dim validation vs RoPE validation list handling; both config-related but distinct bugs." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Package-install backend omission and a vague dependency issue are not the same concrete bug." + "reason": "TensorFlow extra/backend packaging issue vs a generic dependency problem; too broad to be the same defect." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Category-count overflow and Whisper empty-transcription failure are unrelated." + "reason": "Mistral3 weight-tying bug vs Qwen3.5 save_pretrained regression; different models and behaviors." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality limit error vs Whisper empty-transcription bug; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Weight tying in Mistral3 and a Qwen3.5 save_pretrained regression are different model-specific bugs." + "reason": "LayoutLMv2 tokenizer crash vs serve KV-cache continuation tensor-indexing bug; different code paths." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Missing Qwen2.5 VL import and missing AutoImageProcessor export are separate import failures." + "reason": "Different import errors for different symbols/modules; not the same missing export." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE marker handling and multimodal assistant_mask generation are different issues." + "reason": "Tokenizer BPE marker handling vs multimodal assistant-mask generation; tokenization bug and chat-template bug are distinct." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to serve KV-cache indexing." + "reason": "Trainer GPU broadcast NoneType error vs embedding resize/post_init reinit; unrelated runtime paths." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "A placeholder issue title and a fbank feature-extraction bug are unrelated." + "reason": "A placeholder/non-bug issue vs a specific fbank feature extraction bug; no duplicate signal." }, { "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." + "reason": "Missing Qwen2.5-VL image processor import vs missing configuration_utils symbol; separate export regressions." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are multimodal config issues, but they concern different models and different fields/default behavior." + "reason": "Phi4Multimodal default config initialization vs Qwen3_5MoeVision missing field; different config classes and failure modes." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Pipeline processor lookup and a notebook syntax error are unrelated." + "reason": "Video-classification pipeline using image processors vs a notebook syntax error; unrelated." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and auto_mappings CI breakage are different problems." + "reason": "Qwen3-MoE sliding-window behavior vs stale auto_mappings references; different subsystems." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "Chunked-prefill cache missing and max_cache_length being honored only for quantized cache are not the same defect." + "reason": "Reading a registered buffer incorrectly vs CPU/CUDA output divergence; different mechanics and scope." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "position_ids buffer handling and CPU/CUDA output differences are unrelated." + "reason": "Chunked-prefill generation cache issue vs max_cache_length only applying to quantized cache; related theme but not the same bug." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and feature-extraction helper behavior are unrelated." + "reason": "Notebook syntax error vs audio feature extraction issue; 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." + "reason": "Python version compatibility problem vs a specific model-loading failure; different root causes." } ] }, @@ -11697,60 +11682,67 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:39692", - "issue:41950", - "issue:42796", "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:44327", "issue:44336", "issue:44351", "issue:44368", "issue:44496", "issue:44521", + "issue:44683", "issue:44779", "issue:44792", "issue:44933", - "issue:45020", "issue:45042", - "issue:45200", + "issue:45083", "issue:45216", "issue:45278", "issue:45335", "issue:45357", "issue:45405", + "issue:45446", "issue:45584", "issue:45588", + "issue:45593", "issue:45759", - "issue:45812", "issue:46082", "issue:46123", "issue:46369", "issue:46399", "issue:46424", + "issue:46506", "issue:46512", "issue:46515", - "issue:46693" + "issue:46693", + "issue:46752" ], "soft_pairs": [ + "issue:44683|issue:45446", + "issue:43295|issue:45335", + "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", @@ -11761,6 +11753,7 @@ "issue:44792|issue:46424", "issue:43824|issue:44933", "issue:43299|issue:45216", + "issue:44327|issue:46752", "issue:46123|issue:46369", "issue:44279|issue:46515", "issue:44521|issue:46693", @@ -11773,216 +11766,205 @@ "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" + "issue:44351|issue:45278" ], - "prepared_review_unit_hash": "f8245b8bbd398184c47f97a07bf1a97c34b6fee83ffe673d3bc71daefdf98864", + "prepared_review_unit_hash": "42e8faacf2b19fb942e6bef692981f1a14953f01b1406bb4ce3905c22344c942", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35765, - "estimated_input_tokens": 8942, - "estimated_eval_tokens": 18140 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37005, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 }, "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.", + "summary": "These candidates are mostly unrelated Transformers regressions spanning model loading, tokenizer/processor behavior, flash-attention, docs, and caching. None of the soft pairs look like the same underlying bug/change, so all duplicate candidates should be rejected.", "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_issue_reason": "issue:45278 is the broadest umbrella here because it reports multiple import errors after an upgrade, which is the closest high-level theme among the items. It is still not a true duplicate of the specific bugs, but it is the best available canonical anchor.", "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_issue_reason": "issue:45278 is the most suitable single issue to represent the cluster only in a loose sense: it is broad, user-facing, and covers the import/load-failure category better than the other very specific reports. It should not be treated as a precise duplicate target for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both involve flex_attention, but one is a torch>=2.9 compilation failure and the other is an AuxRequest import/version-check issue; different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression vs t5gemma embedding-resize bug; unrelated failures." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label-reduction bug vs pipeline docs behavior note; not the same issue." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode guard vs D-FINE auxiliary-loss behavior; different underlying problems." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different models and symptoms: helper length computation vs CPU/CUDA output divergence." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch vs model-loading/config error; unrelated." + }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Same model family, but different failures: saving dequantized models vs FlashAttention runtime errors." + "reason": "Same model family area, but save/dequantization failure and FlashAttention runtime failure are different code paths." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "An unrecognized-model error and a PIL/torchvision processor dependency regression are different bugs." + "reason": "Model/config import problem vs PIL backend torchvision dependency issue; unrelated." }, { "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." + "reason": "A Python-version compatibility complaint and a vague dependency issue are too broad to be the same bug." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Chunked prefill cache handling and ANSI output formatting are unrelated subsystems and symptoms." + "reason": "Generation cache regression vs ANSI color output bug; unrelated." }, { "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." + "reason": "Both touch flash attention, but the failures are distinct: Ministral-3 FA crash vs s_aux=None AttributeError." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Model loading failure and AutoModel config unwrapping are different root causes." + "reason": "Unrecognized-model/config loading error vs AutoModelForCausalLM text_config unwrapping bug; different fixes." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "A notebook syntax error and an AddedToken constructor error are unrelated." + "reason": "Notebook syntax error vs tokenizer AddedToken argument collision; 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." + "reason": "Janus image-generation test failure vs cache-length semantics; not the same bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different missing imports from different modules; no shared concrete code path." + "reason": "Both are import errors, but for different symbols/modules and likely different fixes." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen multimodal loading breakage and incorrect save_pretrained output are distinct regressions." + "reason": "Qwen3VL model-loading regression vs Qwen3.5 save_pretrained regression; different stages and code paths." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA span decoding top_k bounds bug vs empty apply_chat_template IndexError; unrelated." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Dropped partial batches in mask generation vs memory overflow in sam3-litetext are unrelated." + "reason": "Partial-batch result dropping vs model memory overflow; different problems." }, { "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." + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; too broad to merge." }, { "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." + "reason": "assistant_masks bug in multimodal templates vs FA2 long-context performance regression; unrelated." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription generation are separate code paths." + "reason": "Embedding-resize bug in t5gemma vs Whisper empty-transcription generation issue; different models and 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." + "reason": "LlamaConfig head_dim validation vs missing decorator on rotary-pos registration; unrelated." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A dependency issue and an unreleased MIN_PEFT_VERSION bump are not duplicate bug reports." + "reason": "A vague dependency complaint and a specific PEFT version pin problem are not the same bug." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "dtype propagation on load and incorrect saved checkpoint contents are distinct issues." + "reason": "Blip2 dtype propagation bug vs Qwen3.5 save_pretrained regression; unrelated." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are documentation-related, but they concern different APIs and different errors." + "reason": "SigLIP2 example/model-processor mismatch and quantization failure vs a pipeline docs deprecation note; not the same issue." }, { "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." + "reason": "Custom processor/tokenizer regression vs Deepseek tokenizer output regression; different subsystems." }, { "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." + "reason": "Optimizer args ignored vs model warning about tie_word_embeddings; unrelated." }, { "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." + "reason": "Both involve import failures after upgrade, but one is a specific missing export and the other is a broad report; not the same underlying bug." } ] }, @@ -12001,15 +11983,17 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:33290", "issue:41950", "issue:42175", + "issue:42796", "issue:42994", + "issue:43299", "issue:43317", "issue:43441", "issue:43479", @@ -12017,14 +12001,12 @@ "issue:43650", "issue:43653", "issue:43673", - "issue:43723", "issue:43761", - "issue:43824", + "issue:43854", "issue:43901", "issue:43976", - "issue:43994", "issue:44016", - "issue:44162", + "issue:44242", "issue:44246", "issue:44261", "issue:44263", @@ -12037,8 +12019,10 @@ "issue:44683", "issue:44749", "issue:44779", + "issue:45020", "issue:45081", "issue:45103", + "issue:45200", "issue:45276", "issue:45372", "issue:45397", @@ -12047,240 +12031,232 @@ "issue:45600", "issue:45656", "issue:45712", - "issue:45800", + "issue:45812", "issue:45823", "issue:45834", "issue:45907", - "issue:46209", - "issue:46291", - "issue:46399" + "issue:46209" ], "soft_pairs": [ + "issue:41950|issue:45020", + "issue:44779|issue:45812", + "issue:42796|issue:43650", + "issue:43299|issue:43854", + "issue:44242|issue:45200", "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:43650|issue:46209", "issue:44462|issue:45081", - "issue:43441|issue:45834", "issue:44361|issue:45593", + "issue:43441|issue:45834", "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:45600|issue:45712", "issue:44623|issue:44749", "issue:42175|issue:43976", "issue:44671|issue:44779", - "issue:43901|issue:43994", + "issue:43901|issue:44246", "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" + "issue:43673|issue:43761" ], - "prepared_review_unit_hash": "7a12d238b1f3d493d1e4f8a36ba7bf8ab5f10aba02d0f00f1ff41aa3352d922d", + "prepared_review_unit_hash": "f7d44c524b2bd9ecb4acc8855198128cb771afecd8abd0dbec95afbf0e33569f", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36130, - "estimated_input_tokens": 9033, - "estimated_eval_tokens": 18322 + "serialized_chars": 36062, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 }, "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.", + "summary": "These items are mostly unrelated standalone issues. They share some broad themes like v5 regressions, tokenizer/model-loading problems, and deepspeed quirks, but none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the soft pairs span distinct bugs across tokenizers, model loading, configs, training, docs, and CI rather than one duplicate thread.", "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_issue_reason": "No global best issue: there is no umbrella report that meaningfully subsumes the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different failures: video-classification pipeline processor lookup vs broad remote_code model-loading regressions." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they affect different model families and symptoms; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and a generic data request are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading issues, but for different models and different code paths." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different model-specific bugs: router loss handling vs Gemma 4 multimodal token defaults." + }, { "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." + "reason": "Unrelated config bugs: default multimodal config initialization vs 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." + "reason": "Serialization/device-dependent lm_head behavior is distinct from resize_token_embeddings not updating embeddings." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration bug versus D-FINE auxiliary-loss logic; clearly different code paths." + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; different subsystems." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor selection bug versus Gemma4 device-mapping forward mismatch; unrelated failures." + "reason": "Pipeline processor lookup issue and Gemma4 device_map forward mismatch are different bugs." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Torch flex_attention regression versus missing TensorFlow backend dependency handling; different subsystems and failure modes." + "reason": "Compiled flex_attention on new torch versions is unrelated to a TensorFlow backend installation problem." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Placeholder data request is unrelated to FP8 inference failure on B200." + "reason": "Notebook syntax error and init_empty_weights constructor-argument failure are not the same defect." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Notebook syntax error is not the same as init_empty_weights argument mismatch." + "reason": "A vague placeholder request is unrelated to FP8 inference failure on B200." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is distinct from the Mistral regex patch crashing during tokenizer loading." + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashes are different tokenizer-loading problems." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and OCR index error in Kosmos2.5 are unrelated model-specific bugs." + "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE loss handling." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to D-FINE auxiliary-loss handling." + "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR index error are different issues." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation handling bug versus mistral_common import failure in Gemma 4 processor loading." + "reason": "auto_docstring crash with future annotations and a mistral_common import error are unrelated." }, { "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." + "reason": "Saving a quantized model and loading a dequantized model with offload are different code paths and failures." }, { "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." + "reason": "Adafactor OOM in deepspeed and double optimizer-step behavior in deepspeed are not the same bug." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex patch crash is unrelated to list_repo_files not forwarding revision." + "reason": "Tokenizer regex patch crash vs list_repo_files revision forwarding are unrelated." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Broken auto_mappings reference to removed configs is unrelated to leftover dummy class cleanup." + "reason": "These are different GLM-related defects with different failing functions and symptoms." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "LayerNorm epsilon/config precision issue is unrelated to torch.split return values in a MoE indexer." + "reason": "auto_mappings cleanup for removed configs is unrelated to leftover dummy classes in dummy_pt_objects.py." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing processor save files and slowdown after upgrade are not the same underlying bug." + "reason": "Missing processor save files and a slowdown in filtering data are different problems." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "TensorFlow backend packaging omission is unrelated to a Python version compatibility regression." + "reason": "Backend packaging metadata and Python-version compatibility are unrelated." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but they affect different models/tokenizers and different failure mechanisms." + "reason": "CamemBERT masked LM prediction regression and Deepseek tokenizer regression are different model-specific bugs." }, { "left": "issue:43901", - "right": "issue:43994", + "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "Docs mismatch for return_all_scores and import slowness are unrelated." }, { "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." + "reason": "processor.save_pretrained missing files and Gemma-4 zero3 from_pretrained are different 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." + "reason": "GenerationMixin cache handling and CLIPVisionModel hidden_states regression do not share the same underlying bug." } ] }, @@ -12299,65 +12275,68 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ - "issue:36246", "issue:41628", - "issue:41950", "issue:42491", - "issue:42757", "issue:42886", "issue:43299", "issue:43525", "issue:43526", "issue:43531", - "issue:43550", + "issue:43540", "issue:43643", + "issue:43723", "issue:43784", + "issue:43824", "issue:43881", "issue:43976", "issue:44016", + "issue:44162", "issue:44188", - "issue:44220", "issue:44242", "issue:44246", "issue:44295", "issue:44297", "issue:44336", - "issue:44351", "issue:44373", + "issue:44451", "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:45800", "issue:45823", "issue:46132", + "issue:46291", "issue:46399", "issue:46424", - "issue:46506", "issue:46614", "issue:46655", "issue:46665", - "issue:46726" + "issue:46726", + "issue:46752" ], "soft_pairs": [ + "issue:43723|issue:44162", + "issue:45542|issue:45800", + "issue:43824|issue:43976", + "issue:46291|issue:46399", "issue:43525|issue:43881", "issue:44016|issue:45823", - "issue:43525|issue:43643", "issue:44188|issue:44336", + "issue:43525|issue:43643", "issue:44589|issue:45362", "issue:44336|issue:44373", "issue:46655|issue:46726", @@ -12367,218 +12346,221 @@ "issue:44297|issue:45397", "issue:45561|issue:45563", "issue:46614|issue:46665", - "issue:45103|issue:46399", "issue:43526|issue:45003", + "issue:45103|issue:46399", "issue:44242|issue:45593", "issue:42491|issue:43299", "issue:43531|issue:45362", + "issue:43540|issue:46752", "issue:44246|issue:44871", "issue:44336|issue:44485", "issue:44295|issue:45397", + "issue:44451|issue:46752", "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" + "issue:42886|issue:46132" ], - "prepared_review_unit_hash": "b222a4d467326486563e1b90a21cf6b75a4c5a425ff6e0c7a92b4c95acc36dcd", + "prepared_review_unit_hash": "fc9fa84f9d490432c811dca9ca4c8278fe6ae6aa04cf32aff01f4c0f6298100b", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35968, - "estimated_input_tokens": 8992, - "estimated_eval_tokens": 18240 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35685, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 }, "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.", + "summary": "These are mostly unrelated issue reports with only superficial title similarity; none of the soft edges look like true duplicates. The closest anchor is a generic v5 loading regression, but the cluster is too heterogeneous for a strong canonical.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43723 is the broadest user-visible loading regression (`from_pretrained`/tokenizer loading in v5) and the closest central anchor among these reports, though it does not subsume the rest cleanly.", "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_issue_reason": "issue:43723 is the best representative of the cluster\u2019s common theme of v5 loading/import failures, but only weakly so because the set spans many different subsystems and bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Both mention loading failures, but one is tokenizer loading in v5 and the other is an ESM2 model breakage; different code paths and symptoms." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Unrelated problems: tensorboard/TensorFlow backend handling vs a torch/transformers compatibility regression." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "One is a missing exported class for a specific model, the other is a Python version support regression; not the same bug." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both involve kernels, but one is a pipelines import/revision issue and the other is a missing decorator in Qwen3.5 kernel registration." + }, { "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." + "reason": "Both are loading-related, but one is a missing `pad_token_id` on `Llama4Config` and the other is a generic GLM-4V load failure; not the same defect." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "A notebook syntax error and a Gemma4 device-mapping runtime mismatch are unrelated defects." + "reason": "Notebook syntax error and Gemma4 device-map mismatch are unrelated." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:44188", + "right": "issue:44336", "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." + "reason": "Attention-kernel divergence on `torch.compile` is unrelated to ANSI output in loading_report." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Attention-kernel divergence under `torch.compile` is unrelated to ANSI escape codes in loading_report." + "reason": "Both involve config/loading, but one is a missing config attribute and the other is `trust_remote_code` omitting fields; different root causes." }, { "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." + "reason": "A missing storage type and a chat crash are not the same underlying bug." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI output and a wrong docstring for `position_ids` are not the same bug." + "reason": "ANSI terminal codes vs a wrong docstring are unrelated." }, { "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." + "reason": "Both are vision/processor issues, but one is a padding calculation bug and the other is missing-backend error handling; not a duplicate." }, { "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." + "reason": "An import error for `AutoImageProcessor` is unrelated to the Python 3.9/3.10 compatibility issue." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowness and an unrecognized model/config error are unrelated." + "reason": "Import performance and unrecognized-model config handling are different problems." }, { "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." + "reason": "Missing `nn` during import of sentence-transformers is unrelated to a tensorboard-without-TensorFlow backend error." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "A tokenizer save/config metadata mismatch is unrelated to a Gemma4 ZeRO3 `from_pretrained` failure." + "reason": "Tokenizer metadata mismatch on save is not the same as a gemma-4 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." + "reason": "A pytest-xdist file race and a stale generation warning are unrelated." }, { "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." + "reason": "A stale phonemizer language cache is not the same as inconsistent `from_pretrained` behavior inside Python classes." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "An auto-docstring crash under future annotations is unrelated to a Qwen3.5 kernel-registration error." + "reason": "Different subsystems: BEiT image label reduction vs unsafe `sys.modules` access in modeling_utils." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to unsafe `sys.modules` access in modeling_utils." + "reason": "Auto-docstring annotation parsing and Qwen3.5 kernel registration are unrelated." }, { "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." + "reason": "Both are loss-related, but they affect different models and different conditional branches; not the same concrete 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." + "reason": "Both mention Qwen3 MoE/version regressions, but one is a LoRA compatibility issue and the other is a Qwen3VL loading breakage; too different to merge as one fix." }, { "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." + "reason": "A sliding-window bug in Qwen3-MoE and a chat crash in Qwen3.5 are not the same underlying issue." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-processing `ValueError` in Qwen3OmniMoe and an empty-chat-template `IndexError` are unrelated." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import performance and Gemma-3 EOS token configuration inconsistency are unrelated." + "reason": "Import slowness and Gemma-3 eos-token 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." + "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." }, { "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." + "reason": "A `position_ids` buffer access error and gemma-4 ZeRO3 loading failure are different code paths." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading for ScandiBERT and empty chat-template handling are unrelated." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "Loading-report ANSI codes and cache-length handling are different subsystems and defects." + "reason": "Terminal ANSI output and cache max-length semantics are unrelated." }, { "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." + "reason": "Tokenizer offline cache loading and AttentionInterface registration behavior are different bugs." } ] }, @@ -12597,28 +12579,30 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:36246", + "issue:41950", + "issue:42757", "issue:43257", "issue:43262", "issue:43295", - "issue:43352", "issue:43475", "issue:43540", + "issue:43550", "issue:43596", "issue:43673", "issue:43901", "issue:44038", - "issue:44060", - "issue:44077", "issue:44162", + "issue:44220", "issue:44242", "issue:44246", "issue:44295", + "issue:44351", "issue:44466", "issue:44479", "issue:44496", @@ -12626,13 +12610,13 @@ "issue:44623", "issue:44734", "issue:44749", + "issue:44779", "issue:44857", "issue:44877", "issue:44987", "issue:45003", "issue:45137", "issue:45200", - "issue:45250", "issue:45292", "issue:45335", "issue:45375", @@ -12642,7 +12626,6 @@ "issue:45600", "issue:45759", "issue:45859", - "issue:46170", "issue:46369", "issue:46399", "issue:46424", @@ -12651,231 +12634,245 @@ "issue:46726" ], "soft_pairs": [ + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:36246|issue:44351", "issue:43901|issue:45003", "issue:43257|issue:45137", - "issue:45003|issue:45561", "issue:44734|issue:46424", + "issue:45003|issue:45561", "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:43262|issue:44246", "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:45292|issue:45584", "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" + "issue:44987|issue:45459" ], - "prepared_review_unit_hash": "15c9d27bb9f229706478ecb17b83e85bba64a0034677a4c4b23ed676833cc5fd", + "prepared_review_unit_hash": "ed715221d58a88111936e22b29d7e560c51be5335521396e2a8a7b65f10007a0", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35656, - "estimated_input_tokens": 8914, - "estimated_eval_tokens": 18084 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36734, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 }, "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.", + "summary": "These issues are mostly unrelated across different models/subsystems (imports, video/audio processing, DeepSpeed, cache handling, config loading, docs, and performance). None of the soft pairs look like the same underlying bug/change, so there is no true duplicate cluster here.", + "confidence": 0.98, + "canonical_issue_reason": null, "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_issue_reason": "Issue:44479 is the broadest representative if one must be chosen (a video-input regression spanning several Qwen variants), but the overall set is too heterogeneous to treat it as a single duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different failures: Bamba torch.compile/SDPA vs PPDocLayoutV3 CPU/CUDA output mismatch." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness bug vs resize_token_embeddings propagation bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup is unrelated to audio fbank feature extraction." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Qwen2.5-VL image-processor import error is unrelated to huggingface_hub is_offline_mode import failure." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols: Qwen2.5-VL image processor vs HybridCache." + }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline and unsafe sys.modules access are unrelated problems." + "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." }, { "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." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is not the same as ZeRO3 empty-deque IndexError." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44734", + "right": "issue:46424", "accept": false, - "reason": "sys.modules access safety and pytest-xdist file races are unrelated." + "reason": "KV-cache continuation tensor indexing is unrelated to cache length config semantics." }, { - "left": "issue:44734", - "right": "issue:46424", + "left": "issue:45003", + "right": "issue:45561", "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." + "reason": "sys.modules access bug and pytest-xdist file-race bug are different code paths." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading and unsafe sys.modules access are different loader issues." + "reason": "Unrecognized-model config loading is unrelated to sys.modules access." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both are video-processing bugs, but they affect different models and different failure modes." + "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM padding miscalculation affect different processors/models." }, { "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." + "reason": "CPU-offload incompatibility in rotary embedding is different from missing decorator on apply_rotary_pos_emb registration." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available are unrelated regressions." + "reason": "Chunked-prefill cache regression is unrelated to removal of is_torch_fx_available for trust_remote_code models." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type defaulting are unrelated model-specific bugs." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids 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." + "reason": "Both are video-related, but one is a broad Qwen regression and the other is a SmolVLM padding bug." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Audio template sample-rate handling and slow import time are unrelated." + "reason": "SAM3 vision encoder missing attribute and sam3-litetext memory overflow are different defects." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "SAM3 video attribute error and SAM3 LiteText memory overflow are different SAM3 failures." + "reason": "Audio processor sampling-rate defaulting is unrelated to slow import behavior." }, { "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." + "reason": "Missing strict config field and unwrapping text_config in composite Qwen configs are different issues." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Missing MoE load-balancing loss and an AMP CUDA crash in LwDetrImageLoss are unrelated." + "reason": "Router loss omission and AMP/CUDA image-loss crash do not share the same failure." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Buffer/position_ids error and a performance regression report are not the same issue." + "reason": "Buffer access error and performance regression report are not the same bug." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed deque failure and auto_mappings CI breakage are unrelated." + "reason": "ZeRO3 deque IndexError is unrelated to stale auto_mappings references breaking CI." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2.5-VL import error and a ZeRO3/BertModel index error are unrelated." + "reason": "Qwen2.5-VL import error and DeepSpeed/BertModel IndexError 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." + "reason": "Strict config loading for granite_speech and Qwen3.5 MoE vision config field loss are different model/config bugs." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Token embedding resize behavior and Whisper empty-transcription generation are unrelated." + "reason": "Processor.tokenizer/images regression is unrelated to resize_token_embeddings not updating output embeddings." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Processor/tokenizer regression and output embedding resize behavior are different bugs." + "reason": "Embedding resize propagation and Whisper empty-transcription generation are different defects." }, { "left": "issue:44561", "right": "issue:46399", "accept": false, - "reason": "Trust-remote-code breakage from API removal and Qwen3.5 kernel registration failure are unrelated." + "reason": "Missing utility for trust_remote_code models is unrelated to Qwen3.5 kernel registration failure." }, { "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." + "reason": "Device-dependent lm_head serialization is not the same as t5gemma embedding resize propagation." }, { "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." + "reason": "processor.save_pretrained missing files and AutoProcessor backend-missing image-processor errors are distinct." }, { "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." + "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA mismatch are unrelated." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Incorrect tied-weights warning and patchtsmixer post_init allowance are different model/config concerns." + "reason": "Model loading failure for physical-intelligence/fast is unrelated to protobuf decode-error masking." } ] }, @@ -12894,34 +12891,34 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:42886", - "issue:42994", "issue:43065", - "issue:43232", + "issue:43352", "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:44060", + "issue:44077", "issue:44162", "issue:44188", "issue:44297", "issue:44361", "issue:44368", + "issue:44479", "issue:44483", + "issue:44530", "issue:44623", "issue:44749", "issue:44871", @@ -12930,10 +12927,10 @@ "issue:44995", "issue:45200", "issue:45229", + "issue:45250", "issue:45397", "issue:45412", "issue:45563", - "issue:45584", "issue:45588", "issue:45656", "issue:45685", @@ -12949,6 +12946,9 @@ "issue:46726" ], "soft_pairs": [ + "issue:44479|issue:46170", + "issue:43352|issue:45250", + "issue:44060|issue:44077", "issue:45412|issue:46123", "issue:43653|issue:44162", "issue:44368|issue:44977", @@ -12956,10 +12956,10 @@ "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:43065|issue:43408", + "issue:44368|issue:45563", "issue:44995|issue:45588", "issue:43723|issue:46710", "issue:45987|issue:46082", @@ -12967,241 +12967,231 @@ "issue:43906|issue:46202", "issue:44483|issue:46202", "issue:44188|issue:46421", - "issue:45584|issue:46170", "issue:45685|issue:46431", + "issue:44530|issue:46170", "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" + "issue:44871|issue:46132" ], - "prepared_review_unit_hash": "cf16ae4b22977dfe855f0b937a62449add543a56e59e82c183da08e52f0731bb", + "prepared_review_unit_hash": "b296cfaa94c9fee51c98fe6e2476493e86ee835c30c5893a8622f024e701980b", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37217, - "estimated_input_tokens": 9305, - "estimated_eval_tokens": 18866 + "soft_pair_count": 31, + "serialized_chars": 36995, + "estimated_input_tokens": 9249, + "estimated_eval_tokens": 18754 }, "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.", + "summary": "All soft pairs look like false positives: the items are a grab bag of unrelated Transformers bugs across tokenizers, vision, cache, config, and serving paths. None of the pairs appear to share the same concrete underlying fix.", + "confidence": 0.69, + "canonical_issue_reason": "No single canonical issue emerges from this set; the items are heterogeneous and do not collapse into one duplicate bug.", "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_issue_reason": "If a representative issue must be chosen, issue 44479 is the strongest standalone report because it describes a concrete, broad regression with clear affected models and symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models vs Windows/ROCm import failure due to torch.distributed; unrelated failures." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific Nemotron Flash Attention 2 support gap vs a generic Flash Attention 2.0 question; not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning vs patchtsmixer post_init policy; different model behaviors and code paths." + }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Different bugs: RT-DETR memory cleanup vs MaskGenerationPipeline final-batch handling." + "reason": "RT-DETR memory cleanup issue vs MaskGenerationPipeline partial-batch dropping; no shared underlying change." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Different failure modes and models: BigBirdTokenizer special-token registration vs ESM2 breakage." + "reason": "BigBirdTokenizer special-token registration bug vs broad ESM2 breakage; too different in scope and symptom." }, { "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." + "reason": "A tied-embeddings warning during LoRA fine-tuning vs a flash-attention generation regression; not the same failure." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Unrelated code paths: strict config loading vs Windows/ROCm import dependency issues." + "reason": "Granite speech config loading strictness vs Windows/ROCm dependency import error; unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Different model families and symptoms: stale indexer cache crash vs Gemma 4 token-type defaults." + "reason": "Second-forward stale cache bug vs Gemma4 token-type-id defaulting; different model logic." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different models and errors: missing Sam3VisionEncoderOutput field vs Qwen3OmniMoe video-input validation." + "reason": "SAM3 vision encoder attribute error vs Qwen3OmniMoe video-input ValueError; distinct model families and bugs." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Tokenizer offline cache loading is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Offline tokenizer cache load failure vs Gemma4 multi-GPU OOM; no common code path." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Both involve generation warnings, but one is a config warning and the other is a paged-generate edge-case bug." + "reason": "Gemma-4 zero3 from_pretrained issue vs deepspeed optimizer double-step; different training mechanisms." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Both mention deepspeed-like training flows, but one is gemma-4 from_pretrained and the other is double optimizer stepping." + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 embedding warning; separate loading vs configuration issues." }, { "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." + "reason": "Both SAM3-related, but one is a dummy Conv2d implementation and the other is a model-type/config mismatch warning." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Different Qwen variants and different issues: weight-shape mismatch vs an embedding-tying warning." + "reason": "Tie-word-embeddings warning vs stale num_return_sequences warning in paged generate; unrelated warning paths." }, { "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." + "reason": "Stale indexer cache on second forward vs flash_attention s_aux=None crash; different components and symptoms." }, { "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." + "reason": "Tokenizer loading in v5 vs accuracy regression after upgrade; one is a load failure, the other a model-quality regression." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "Cache return-type contract issue vs LlamaConfig head_dim validation are unrelated." + "reason": "Cache length return-type contract bug vs LlamaConfig head_dim validation; not the same underlying defect." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Different subsystems: attention-kernel divergence under torch.compile vs Gemma pipeline roundtrip failure." + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip issue; no shared code-path." }, { "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." + "reason": "Isolated reproduction of another issue vs Gemma pipeline roundtrip failure; insufficient evidence they are the same bug." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "API request rejection in /v1/chat/completions is unrelated to Gemma pipeline token roundtrip behavior." + "reason": "Chat-completions API rejection vs tokenizer roundtrip failure; different surfaces entirely." }, { "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." + "reason": "Bidirectional-skip branching bug vs cache lazy init causing recompilation; related to performance but not the same change." }, { - "left": "issue:45584", - "right": "issue:46170", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to the Windows/ROCm distributed import issue." + "reason": "MPS histogram unsupported for Int vs missing chat template in processor; unrelated preprocessing/runtime issues." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:44530", + "right": "issue:46170", "accept": false, - "reason": "MPS histogram type error in moe code is unrelated to missing chat template handling in processors." + "reason": "PagedAttentionCache group-type crash on Qwen3.5 vs torch.distributed import issue; distinct failures." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Different SAM3 architecture bug vs mask pipeline partial-batch result dropping." + "reason": "SAM3 PixelDecoder dummy layer vs mask pipeline final-batch handling; no common underlying bug." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to a 10x slowdown after upgrade." + "reason": "MLukeTokenizer AttributeError vs a data-filtering slowdown after upgrade; unrelated tokenizer/runtime problems." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to processor.save_pretrained missing files." + "reason": "Tokenizer save_pretrained config mismatch vs processor save_pretrained missing files; both serialization-related but not the same concrete bug." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Different vision-loading problems: nonsensical outputs from AutoModel/pipeline vs missing vision backend for AutoProcessor." + "reason": "Siglip2 nonsense outputs vs AutoProcessor missing backend error; one is model behavior, the other environment-dependent loading." }, { "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." + "reason": "Custom model initialization breakage in v5 vs ESM2 broken workflow report; different models and failure modes." }, { "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." + "reason": "Upgrade-induced slowdown vs deepspeed double optimizer step; unrelated training regressions." }, { "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." + "reason": "Checkpoint key mismatch vs performance regression after upgrade; different bugs." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Different domains entirely: SAM3 vision encoder attribute error vs AutoConfig trust_remote_code missing fields." + "reason": "Gemma eos_token_id inconsistency vs AttentionInterface.register behavior change; separate configuration and API issues." } ] }, @@ -13220,24 +13210,25 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:28282", "issue:30990", - "issue:36010", "issue:39692", "issue:41628", "issue:42371", "issue:42673", - "issue:42831", "issue:42994", "issue:43232", - "issue:43278", + "issue:43441", "issue:43475", + "issue:43482", "issue:43525", + "issue:43643", + "issue:43673", "issue:43704", "issue:43723", "issue:43784", @@ -13246,10 +13237,8 @@ "issue:43986", "issue:44038", "issue:44188", - "issue:44222", "issue:44351", "issue:44623", - "issue:44792", "issue:44869", "issue:44933", "issue:44945", @@ -13266,25 +13255,32 @@ "issue:45397", "issue:45406", "issue:45478", + "issue:45656", "issue:45753", "issue:46202", "issue:46326", "issue:46399", "issue:46701", - "issue:46726" + "issue:46726", + "issue:46752" ], "soft_pairs": [ + "issue:43232|issue:43673", + "issue:44623|issue:45656", + "issue:43441|issue:46752", + "issue:42994|issue:43482", + "issue:43475|issue:43643", "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:45310|issue:45375", + "issue:44869|issue:45356", "issue:42371|issue:45092", - "issue:42994|issue:43525", - "issue:44038|issue:44623", "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42994|issue:43525", "issue:39692|issue:46726", "issue:43475|issue:45381", "issue:43723|issue:46326", @@ -13295,233 +13291,227 @@ "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" + "issue:45081|issue:45103" ], - "prepared_review_unit_hash": "03bcc52cefe3639c73a176fc44f3e9bf11dc4ef6e04d75c3250c7c208481a85e", + "prepared_review_unit_hash": "75a96383808219db4cb3bbcea92a57fcb93c332564efbf4d96bd70e373ba550a", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35901, - "estimated_input_tokens": 8976, - "estimated_eval_tokens": 18208 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36219, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 }, "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.", + "summary": "This set is mostly a heterogeneous grab bag of unrelated Transformers issues. Only two soft-edge pairs look like true duplicates: the Qwen3ForCausalLM VRAM leak reports and the Qwen3.5 MoE from_pretrained error reports.", + "confidence": 0.82, + "canonical_issue_reason": "No single cluster-wide canonical issue: the items split into multiple unrelated bugs and regressions. If forced to anchor on a duplicate pair, issue 45310/45478 is the clearest exact match.", "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_issue_reason": "Issue 45310 is the best standalone representative because it is a concrete, version-scoped bug report and has an exact duplicate in 45478.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but they describe different failure modes and code paths: sync_gpus/update_model_kwargs vs chunked_prefill cache handling." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Saving processor files and duplicate optimizer stepping under DeepSpeed are different problems." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "Ministral FlashAttention failure and empty-list apply_chat_template crash are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure is not the same as Qwen2.5-GGUF loading failure." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video encoder attribute error and trust_remote_code missing-fields behavior are different bugs." + }, { "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." + "reason": "Both involve Qwen3.5 MoE, but one is a missing config field and the other is a from_pretrained failure; not clearly the same bug." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch import error and loading hang are different failure modes with different likely code paths." + "reason": "PyTorch import error and Sentence Transformers loading hang are different symptoms and likely different causes." }, { "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." + "reason": "AutoImageProcessor import failure and image_utils import mismatch are related to imports, but not the same missing symbol or code path." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are distinct tokenizer bugs." + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43986", + "right": "issue:46726", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal and a DeepSpeed ZeRO3 deque error are unrelated." + "reason": "Both mention AutoProcessor and missing vision backends, but they target different models and error conditions; too broad to merge." }, { "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." + "reason": "Qwen3.5 MoE from_pretrained error vs missing deepstack_visual_indexes field are distinct issues." }, { - "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:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer codec regression are unrelated tokenizer/decoding bugs." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings guidance and a meta-initialization incompatibility are different issues." + "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility are different topics." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Quantized save_pretrained failure and missing pad_token_id on Llama4Config are unrelated root causes." + "reason": "Generic bug report versus gemma-4 zero3 from_pretrained issue; no clear underlying match." }, { "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." + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are different regressions." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Placeholder bug report versus gemma-4 ZeRO3 from_pretrained issue; no duplication signal." + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are unrelated." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 doc-example errors and AutoProcessor backend-missing behavior are not the same defect." + "reason": "SigLIP2 doc example errors and AutoProcessor backend-missing import behavior are separate problems." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different models and symptoms: SAM 3 missing attribute versus qwen2.5-vl video position IDs." + "reason": "SAM 3 video encoder attribute error and qwen2.5-vl video position-id bug are different model-specific failures." }, { "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." + "reason": "AutoTokenizer loading failure in v5 and mistral_common continue_final_message behavior are different tokenizer issues." }, { "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." + "reason": "Sentence-transformers import NameError and Qwen3.5 rotary-pos-emb registration failure 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." + "reason": "Generation cache/update bug and attention-kernel divergence under torch.compile are different code paths." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and a Gemma pipeline roundtrip issue are not the same bug." + "reason": "Gemma4Processor attribute error and Gemma pipeline roundtrip failure on \u2581 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." + "reason": "Quantization offloading behavior and pipeline-parallelism output corruption are unrelated." }, { "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." + "reason": "Pipeline-parallelism output bug and Qwen3_5 infinite-loop-on-image issue are different failures." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing APIs and different fixes." + "reason": "AutoImageProcessor import error and HybridCache import error are separate missing exports." }, { "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." + "reason": "Gemma pipeline roundtrip failure and DiffusionGemmaGenerationOutput pipeline breakage are different symptoms." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized save failure and missing Qwen2_5_VLForConditionalGeneration import are different features and code paths." + "reason": "Quantized model saving failure and Qwen2.5-VL import error are unrelated." }, { "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." + "accept": true, + "reason": "These are exact duplicates: same title, same Qwen3ForCausalLM VRAM leak symptom, and same underlying bug." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Generation-state update bug and janus image-generation test failure are unrelated." + "reason": "Mistral tokenizer regex crash and auto_docstring future-annotations crash 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." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are exact duplicates with the same title and same Qwen3.5 MoE from_pretrained failure." } ] }, "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." + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The two accepted duplicate pairs are well supported by identical titles and closely matching issue descriptions, and the summary does not overclaim a single canonical issue for the whole cluster." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -13534,23 +13524,25 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:27957", "issue:30333", "issue:30990", "issue:33290", - "issue:34689", "issue:35141", + "issue:36010", + "issue:41628", "issue:42175", "issue:42222", "issue:42673", + "issue:42831", "issue:42898", - "issue:43116", - "issue:43295", + "issue:43232", + "issue:43278", "issue:43377", "issue:43479", "issue:43504", @@ -13560,24 +13552,23 @@ "issue:43874", "issue:43976", "issue:44016", - "issue:44060", + "issue:44038", "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:45137", "issue:45200", "issue:45310", - "issue:45356", - "issue:45405", "issue:45561", "issue:45600", "issue:45712", @@ -13588,6 +13579,12 @@ "issue:46693" ], "soft_pairs": [ + "issue:43278|issue:45137", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:44222|issue:45310", + "issue:43232|issue:44792", + "issue:42831|issue:44222", "issue:30333|issue:33290", "issue:43504|issue:45561", "issue:42175|issue:44933", @@ -13597,8 +13594,8 @@ "issue:30990|issue:35141", "issue:42175|issue:45712", "issue:42898|issue:44568", - "issue:46077|issue:46123", "issue:43377|issue:44242", + "issue:46077|issue:46123", "issue:44623|issue:45310", "issue:43479|issue:44869", "issue:42673|issue:46693", @@ -13610,223 +13607,199 @@ "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" + "issue:44734|issue:45103" ], - "prepared_review_unit_hash": "82f1e5f412a3be17225ca9830863961bebb48d94787c1e9620ef1f1451080692", + "prepared_review_unit_hash": "b13b3e6b4d2fe9fcc59b0bfd7d2069d69e214ce5fd1420e1b0a7b4326d11dafd", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36432, - "estimated_input_tokens": 9108, - "estimated_eval_tokens": 18472 + "serialized_chars": 36728, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 }, "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.", + "summary": "The cluster is highly heterogeneous: most items are unrelated bugs, regressions, packaging issues, or docs problems. A few pairs share broad Transformers-v5/tokenizer themes, but none look like the same concrete underlying defect. No canonical issue/PR stands out.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is suitable because the items cover many distinct subsystems and failure modes rather than one shared bug.", "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_issue_reason": "No issue is a strong global best fit; the cluster does not cohere around one underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "MLflow job-reporting failure and a DeepSpeed/Adafactor OOM are unrelated failure modes." + "reason": "Different bugs: dtype change during eval vs DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Model loading with a legacy field and a pytest-xdist file race are unrelated bugs." + "reason": "Unrelated import failures for different symbols and modules." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Missing TensorFlow backend in an extra install and a nonexistent image_utils import are different issues." + "reason": "Related model family, but different releases and different from_pretrained failures." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "A test-file write race and broken auto_mappings references are unrelated." + "reason": "FP8 save_pretrained/moe serialization issue is unrelated to Qwen3.5 from_pretrained loading." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Unrecognized model config and a test-worker file race are not the same bug." + "reason": "Generation kwargs sync_gpus bug is unrelated to janus image-generation test failure." }, { - "left": "issue:43976", + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is not the same as saving FP8 MoE checkpoints." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow status reporting and DeepSpeed Adafactor OOM are different problems." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field model loading failure is unrelated to an xdist file race." + }, + { + "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and an invalid import are unrelated." + "reason": "Backend dependency installation issue is unrelated to a missing image_utils import." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A pytest race on captured_info.txt is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading and an xdist race are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue is unrelated to a missing import symbol." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading stalls in sentence-transformers and embedding reinitialization after resize are different code paths." + "reason": "Sentence-transformers loading hang and embedding reinit 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." + "reason": "Dependency/backend packaging and dummy-class cleanup are unrelated." }, { "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." + "reason": "Both are tokenizer-related v5 regressions, but they affect different behaviors and models." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Attention-mask semantics and final partial-batch handling are unrelated." + "reason": "MIMI padding-mask mismatch and MoE router loss behavior are unrelated." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Padding-mask inconsistency in MIMI and missing load-balancing loss are different model bugs." + "reason": "Causal-mask construction bug is unrelated to final-batch detection in a pipeline." }, { "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." + "reason": "Missing processor save files is unrelated to Qwen3.5 MoE loading." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Default multimodal config initialization and Whisper timestamp decoding are unrelated." + "reason": "Multimodal config defaults and Whisper timestamp decode crash 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." + "reason": "Both mention generation performance, but one is a VRAM leak and the other is a long-context regression." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and documentation parameter mismatch are unrelated doc issues." + "reason": "Notebook syntax error and documentation parameter mismatch are unrelated." }, { "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." + "reason": "Different tokenizer regressions affecting different APIs and models." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "General AutoTokenizer loading failure and missing BOS/EOS insertion are distinct tokenizer issues." + "reason": "Tokenizer loading/import issue is unrelated to add_special_tokens BOS/EOS behavior." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Vitpose model breakage and Gemma 4 token-type defaults are unrelated multimodal/model-loading bugs." + "reason": "Broken VitPose models and Gemma 4 token-type defaults are unrelated." }, { "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." + "reason": "Both are v5 tokenizer regressions, but they describe different failures and model families." }, { "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." + "reason": "Flash Attention for XLM-Roberta and MLflow job status reporting are unrelated." }, { - "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", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "A tied-weights warning bug and missing tensor-parallel plan are separate Qwen3 issues." + "reason": "Serving KV-cache indexing crash and auto-docstring annotation handling are unrelated." } ] }, @@ -13845,26 +13818,29 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:22355", "issue:28282", "issue:30333", + "issue:34689", "issue:35141", "issue:36331", "issue:41628", "issue:42757", "issue:42796", "issue:42831", - "issue:43122", + "issue:42898", + "issue:43116", "issue:43232", - "issue:43475", + "issue:43295", "issue:43479", "issue:43644", "issue:43723", + "issue:44060", "issue:44075", "issue:44190", "issue:44206", @@ -13877,29 +13853,32 @@ "issue:44484", "issue:44485", "issue:44623", - "issue:44734", "issue:44933", "issue:44977", "issue:45071", "issue:45092", "issue:45103", + "issue:45125", "issue:45245", "issue:45310", + "issue:45356", + "issue:45405", "issue:45656", "issue:45712", - "issue:45834", "issue:46082", "issue:46132", - "issue:46209", "issue:46231", - "issue:46305", - "issue:46421", "issue:46424", - "issue:46431", "issue:46665", "issue:46710" ], "soft_pairs": [ + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44060|issue:45125", "issue:44295|issue:45656", "issue:30333|issue:35141", "issue:30333|issue:36331", @@ -13909,243 +13888,244 @@ "issue:44222|issue:44297", "issue:44448|issue:46132", "issue:42831|issue:44623", - "issue:42796|issue:43723", "issue:44297|issue:45656", + "issue:42796|issue:43723", "issue:43479|issue:43644", - "issue:45245|issue:46132", "issue:44222|issue:44623", + "issue:45245|issue:46132", "issue:43479|issue:46665", "issue:41628|issue:42757", - "issue:45071|issue:46082", "issue:44373|issue:44485", + "issue:45071|issue:46082", "issue:46132|issue:46710", "issue:44297|issue:45310", - "issue:43723|issue:44977", "issue:44222|issue:44484", + "issue:43723|issue:44977", "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" + "issue:43232|issue:46424", + "issue:44206|issue:45103" ], - "prepared_review_unit_hash": "45f94fcf969330ae13678f09f5ad3a73e8bb271bdf775a3ffef0d0bcd9ff69d6", + "prepared_review_unit_hash": "ee0cc2e313973a0ceca5fb8beb5d13e69b889c29bf963f3144f0f5b9ed805e84", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36752, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "soft_pair_count": 32, + "serialized_chars": 37128, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 }, "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.", + "summary": "This cluster is not a true duplicate set; it mixes many unrelated Transformers issues across imports, tokenizers, generation, configs, training, and save/load behavior. All soft-similarity edges look like false positives.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one underlying bug or code path.", "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_issue_reason": "No single best issue to represent the cluster; none is a suitable umbrella duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure reporting vs Llama 3.2 model-loading regression are different subsystems and bugs." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenization-space cleanup behavior and processor.tokenizer/image passthrough regression are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Generic v5 tokenization-space cleanup issue vs Kimi codec-handling/tokenizer regression are distinct bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script empty multi-label results and local dataset loading failure are separate problems." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version requirement bump and leftover dummy-class cleanup are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect weight-tying warning and missing tensor-parallel plan are different model-specific issues." + }, { "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." + "reason": "position_ids buffer access error and double optimizer-step with deepspeed are unrelated code paths." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow failure-reporting is unrelated to embedding reinitialization in post_init." + "reason": "MLflow reporting on failure and embedding reinitialization after resize are unrelated." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Failed-job reporting and CustomTrainer compute_loss kwargs are distinct training issues." + "reason": "Failed MLflow reporting and unexpected trainer argument handling are different bugs." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but for different modules and different missing dependencies." + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch; not the same underlying issue." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing image_utils import and leftover dummy classes are unrelated packaging/import bugs." + "reason": "Missing image_utils import and leaked dummy PT classes are different export/import issues." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer argument handling and docstring parameter mismatch are not the same bug." + "reason": "SGD args not being used is a code bug; set_training doc parameter mismatch is documentation only." }, { "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." + "reason": "FP8 save_pretrained behavior and tokenizer_class mismatch in tokenizer.save_pretrained are unrelated." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Generation output regression and AttentionInterface.register behavior change are different subsystems." + "reason": "Pegasus v4/v5 output regression and AttentionInterface.register behavior change are different code paths." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy loss and processor.save_pretrained missing files are unrelated." + "reason": "FineGrainedFP8 accuracy issue and missing processor save files are unrelated save/load vs numeric-behavior bugs." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Both concern tokenizers, but one is BPE marker handling and the other is tokenizer loading/import behavior." + "reason": "Tokenizer metadata mismatch and duplicate optimizer stepping with deepspeed are unrelated." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Tokenizer config serialization is unrelated to deepspeed optimizer stepping." + "reason": "Model-specific BPE marker handling and a general AutoTokenizer.from_pretrained v5 loading issue are not the same bug." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Multimodal config default initialization and non-persistent buffer junk are different initialization bugs." + "reason": "Multimodal config default initialization and non-persistent buffer junk fill are distinct initialization/runtime issues." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Category cardinality limits and attention registration behavior do not share a code path." + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is processor file omission." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Both involve persistence, but one is FP8 model save_pretrained and the other is processor file export." + "reason": "Category-count limit error and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:43479", "right": "issue:46665", "accept": false, - "reason": "Config defaulting for multimodal models is unrelated to from_pretrained use inside Python classes." + "reason": "Config default handling and from_pretrained behavior inside Python classes are different problems." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Import failures in transformers and huggingface_hub are different dependency issues." + "reason": "Different missing imports from different packages; no shared underlying fix." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are separate config problems." + "reason": "Docstring mismatch for position_ids and GLM-5 RoPE implementation are not the same issue." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "A wrong docstring for position_ids is unrelated to RoPE implementation discussion." + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "Attention registration semantics and model accuracy regression are not the same bug." + "reason": "AttentionInterface.register behavior change and DeepSeek accuracy regression are separate issues." }, { "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." + "reason": "Tokenizer class metadata mismatch and Qwen3.5 MoE from_pretrained failure are different bugs." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained and max_shard_size default behavior are separate save_pretrained concerns." + "reason": "FP8 MoE serialization and max_shard_size default semantics are unrelated." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation bug are different code paths." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "sync_gpus generation bug and cache max length semantics are related to cache/generation, but not the same defect." + "reason": "Local dataset loading failure and LlamaConfig head_dim validation are unrelated." }, { "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." + "reason": "torch.split return-value handling in one model component and meta-init incompatibility in another are distinct 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", + "right": "issue:46424", "accept": false, - "reason": "SAM3 missing attribute and MoonshineStreaming off-by-one masking are unrelated model-specific bugs." + "reason": "Generation kwargs after sync_gpus and cache max_cache_length handling are separate generation features." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "FP8 inference on B200 and missing chat template support are unrelated." + "reason": "Unsupported center argument in LastFeatureExtractor and auto_docstring annotation crash are unrelated." } ] }, @@ -14164,10 +14144,10 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:22355", "issue:27957", @@ -14177,17 +14157,15 @@ "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", "issue:44038", "issue:44188", @@ -14200,36 +14178,43 @@ "issue:44483", "issue:44568", "issue:44623", + "issue:44734", "issue:44829", - "issue:44945", "issue:45092", "issue:45278", "issue:45310", "issue:45357", "issue:45381", "issue:45406", - "issue:45593", "issue:45753", + "issue:45834", "issue:46002", "issue:46050", + "issue:46209", "issue:46305", "issue:46328", - "issue:46369", "issue:46402", + "issue:46421", + "issue:46431", "issue:46655" ], "soft_pairs": [ + "issue:43122|issue:46209", + "issue:43232|issue:45834", + "issue:44734|issue:46421", + "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:44263|issue:44373", + "issue:30990|issue:38175", "issue:45381|issue:46305", "issue:43644|issue:46305", "issue:45092|issue:45357", + "issue:44261|issue:45092", "issue:44279|issue:46328", "issue:42907|issue:46050", - "issue:44261|issue:45092", "issue:42831|issue:45310", "issue:44829|issue:46002", "issue:22355|issue:27957", @@ -14243,235 +14228,216 @@ "issue:27957|issue:30990", "issue:42757|issue:45278", "issue:42886|issue:43066", - "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:42796|issue:43122", - "issue:42907|issue:44945" + "issue:44188|issue:44373" ], - "prepared_review_unit_hash": "05f8decf51ef84b0337b8c87ab80ecb8b03476e9167f29e044a1574eba015b8e", + "prepared_review_unit_hash": "632969a7f50b9da1081e415e97078755bef296a652f4a09e561e0e068c0429ce", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36757, - "estimated_input_tokens": 9190, - "estimated_eval_tokens": 18636 + "soft_pair_count": 30, + "serialized_chars": 36284, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is 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.", + "summary": "The set is mostly a grab bag of unrelated Transformers issues: tokenizer regressions, import/export failures, model-loading/saving bugs, and several model-specific inference problems. There is no strong single canonical duplicate; the closest repeated theme is tokenizer/serialization regressions, but even those are usually different code paths.", + "confidence": 0.86, + "canonical_issue_reason": "No true canonical issue stands out because the cluster is heterogeneous. If one representative must be chosen, issue 43122 is the broadest, highest-signal tokenizer regression report and has some inbound attention, making it the best proxy for the tokenizer-regression subset.", "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_issue_reason": "Issue 43122 is the strongest standalone representative among the issues here: it is a clear regression report with concrete reproduction and broader applicability than the narrower model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer-version regression vs FP8 inference failure; different subsystem and failure mode." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state update bug vs OCR long-input indexing error; unrelated code paths." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "KV-cache continuation crash in serve vs cache lazy-init recompilation; both mention cache but are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 vision encoder attribute error vs MoonshineStreaming window off-by-one; unrelated models and logic." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 B200 inference issue vs missing chat template on processor; different feature areas." + }, { "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." + "reason": "Streaming attention window off-by-one vs video padding calculation bug; both video-related but distinct." }, { "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." + "reason": "Different DSA-indexer complaints: split-return handling vs missing ReLU." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer access error is unrelated to missing processor save files." + "reason": "Buffer access error vs save_pretrained missing files; separate serialization/attribute issues." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Unrelated symptoms: loading hang for Sentence Transformers vs zero probabilities in a SigLIP2 model." + "reason": "Runtime indexer bug vs docstring typo; not the same underlying problem." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "One is a runtime indexing/splitting issue; the other is just a wrong docstring for position_ids." + "reason": "Loading hang vs zero-probability inference behavior; different symptoms and likely different causes." }, { "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)." + "reason": "Qwen2.5-VL vision_position_ids bug vs MoonshineStreaming mask off-by-one; unrelated." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Transformers v5 buffer initialization bug is unrelated to Moonshine streaming mask logic." + "reason": "Non-persistent buffer initialization bug vs streaming mask off-by-one; no shared code path." }, { "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." + "reason": "Meta-init incompatibility for old InternVL2 checkpoints vs Qwen3.5 visual encoder key saving regression; both loading/saving, but not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Precision/config issue in MLA q_a_layernorm vs remote-code checkpoint meta-init incompatibility; different models and mechanisms." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Generic dependency complaint vs a pandas/numpy padding performance issue; no shared underlying bug." + "reason": "Generic dependency complaint vs SequenceFeatureExtractor.pad performance issue; unrelated." }, { "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." + "reason": "Dequantized-model save failure vs sinq quantized model save/load breakage; both serialization-related but not the same concrete bug." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Different failures: FineGrainedFP8 accuracy degradation vs Qwen3.5 MoE from_pretrained error." + "reason": "FP8 accuracy issue vs Qwen3.5 from_pretrained error; different failure types." }, { "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." + "reason": "Flash-attention training degeneration vs NaNs after checkout/init; both training quality issues, but distinct." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Importing transformers.onnx and using XLMRoberta with Flash Attention 2 are unrelated." + "reason": "Missing onnx module vs XLMRoberta Flash Attention 2 issue; unrelated." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "API request rejection in chat/completions is unrelated to Gemma4Processor missing _tokenizer in serve." + "reason": "Chat-completions API rejection vs Gemma4Processor missing _tokenizer; different layers." }, { "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." + "reason": "Top-level import failures for different symbols; same broad theme, but not the same root bug." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are distinct." + "reason": "FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe bug; unrelated." }, { "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." + "reason": "Wrong model type warning vs Sam3Model text encoder weights not loaded; different model-loading issues." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "No module named transformers.onnx is unrelated to tokenizer added-token spacing." + "reason": "onnx import failure vs tokenizer extra-space bug; unrelated." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop-on-image are separate issues." + "reason": "FP8 accuracy regression vs infinite loop on a specific image; not the same bug." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer bugs: wrong offset mapping vs add_special_tokens not adding BOS/EOS." + "reason": "Offset-mapping bug vs BOS/EOS not added in v5; both tokenizer regressions but different behavior and code path." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and a loading hang in Sentence Transformers are unrelated." + "reason": "Flash Attention 2 model issue vs sentence-transformers loading hang; 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." + "reason": "Single missing import from huggingface_hub vs broad import errors after upgrade; too general to treat as same bug." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure and wrong decoder type in v5 are different tokenizer/loading issues." + "reason": "Offline cache load failure vs wrong tokenizer decoder type in v5; different tokenizer 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." + "reason": "torch.compile attention-kernel divergence vs docstring problem; not related." } ] }, @@ -14490,61 +14456,68 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:22355", "issue:29159", "issue:30990", "issue:33357", - "issue:36296", "issue:39401", "issue:41628", "issue:42371", - "issue:42757", + "issue:42796", + "issue:42886", "issue:42907", + "issue:42994", "issue:43116", "issue:43122", - "issue:43278", + "issue:43232", "issue:43408", "issue:43452", "issue:43475", "issue:43576", + "issue:43646", "issue:43756", "issue:43784", - "issue:43824", "issue:43937", "issue:43976", "issue:44038", "issue:44060", "issue:44117", - "issue:44222", + "issue:44261", "issue:44263", "issue:44295", "issue:44297", - "issue:44351", "issue:44360", + "issue:44373", "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:45593", "issue:45600", + "issue:46002", "issue:46326", - "issue:46614" + "issue:46369" ], "soft_pairs": [ + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:44261|issue:44373", + "issue:43646|issue:46002", + "issue:42796|issue:43122", + "issue:42907|issue:44945", "issue:42371|issue:44263", "issue:30990|issue:33357", "issue:43576|issue:43784", @@ -14552,252 +14525,231 @@ "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:41628|issue:45278", "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:43122|issue:46326", "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" + "issue:43116|issue:45200" ], - "prepared_review_unit_hash": "8e63698de9502a7dc35745e467e443c46951924dec1e8d35a4938c2e5691c4c2", + "prepared_review_unit_hash": "5451b41ef43d8152ea58ae33794714efaddb44f30d8e1d9181373851cc6976fc", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36934, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "soft_pair_count": 30, + "serialized_chars": 36226, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "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.", + "summary": "The cluster is heterogeneous and does not contain a clear duplicate set; the soft links are mostly superficial similarity within broad transformer/model/tokenizer themes rather than the same concrete bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster: it mixes unrelated import, loading, generation, model-init, and tokenizer problems. If forced to anchor on one, 43122 is the broadest tokenizer-regression report, but it still does not unify the cluster.", "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_issue_reason": "43122 is the best single issue anchor only because it is a clear, general tokenizer regression; however, it still covers just one slice of the cluster and should not be treated as a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Both involve saving/loading behavior, but one is offline cache loading and the other is quantized model saving; different failure modes and code paths." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation state handling after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Same SAM3 family, but a model-type warning and a memory overflow are different bugs." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA precision/config issue and a docstring typo are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Both mention initialization, but one is a 5.0 API break for custom models and the other is NaNs in classification heads; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer complaints, but one is BPE-marker handling for a specific model and the other is a version-to-version tokenization regression; not the same concrete defect." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized-model save failure and pipeline-parallel output corruption are unrelated." + }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings guidance is unrelated to a GlmMoeDsaIndexer torch.split bug." + "reason": "TF32 configuration guidance and a torch.split return-value bug are unrelated." }, { "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." + "reason": "Both are loading problems, but one is a hang and the other is a bus error on a specific model/platform; too different to merge." }, { "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." + "reason": "A broken env command and an import NameError in sentence-transformers are different issues." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "These are different model-specific architecture issues: RoPE layer omission vs tied-weights warning behavior." + "reason": "RoPE-layer dropping and tied-weights warnings are different model-implementation problems." }, { "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." + "reason": "Wrong offset mapping and a separate model-loading failure are not the same bug." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are unrelated model I/O bugs." + "reason": "Saving dequantized models and loading a multimodal checkpoint are unrelated." }, { "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." + "reason": "Python-version compatibility and pipeline-parallel output correctness are unrelated." }, { "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." + "reason": "Reading a buffer after registration and tokenizer_class metadata mismatch are different tokenizer/model serialization 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." + "reason": "Import NameError in sentence-transformers and stale auto_mappings references are separate breakages." }, { "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." + "reason": "Tokenizer mapping fallback and AutoProcessor cached_file kwargs handling are different loading-path 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." + "reason": "Dequantized-save failure and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-regression report; the former is one specific import error, but the concrete failing code path is not proven to be the same." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation and flash_attention_3 degenerate training are not the same bug." + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." }, { "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." + "reason": "AutoProcessor kwarg forwarding and chat-template crash on tool-call messages are different code paths." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Qwen3 offset mapping and multimodal assistant_mask generation are distinct tokenizer/template problems." + "reason": "Offset mapping and assistant-mask generation are both tokenizer-adjacent, but they are not the same underlying bug." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to GLM-5 RoPE implementation." + "reason": "A missing ReLU in the DSA indexer and RoPE implementation for GLM-5 are distinct architecture issues." }, { "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." + "reason": "A wrong model-type warning and a missing attribute on Sam3VisionEncoderOutput are separate SAM3 issues." }, { "left": "issue:43122", - "right": "issue:46326", + "right": "issue:44521", "accept": false, - "reason": "Version-dependent tokenization drift and continue_final_message behavior for mistral_common are different tokenizer regressions." + "reason": "Both involve tokenization behavior, but one is a tokenizer regression across versions and the other is chat-template assistant-mask handling for multimodal inputs." }, { "left": "issue:43122", - "right": "issue:44521", + "right": "issue:46326", "accept": false, - "reason": "Tokenization drift across versions is not the same as all-zero assistant masks for multimodal chat templates." + "reason": "Both are tokenizer-related, but the bugs are different: a versioned tokenization mismatch versus continue_final_message behavior for mistral_common tokenizers." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "An ONNX import error and slow/fast tokenizer inconsistency are unrelated." + "reason": "ONNX module import failure and slow-vs-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." + "reason": "Quantized saving and gguf_file loading failures are different serialization/loading problems." }, { "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." + "reason": "A Qwen3-VL-Moe bug and tokenizer save metadata mismatch are unrelated." }, { "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." + "reason": "Example-script multi-label classification output and Gemma 4 mm_token_type_ids defaults are unrelated." } ] }, @@ -14819,65 +14771,74 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-479", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:22355", - "issue:28348", "issue:29127", + "issue:36296", "issue:38617", + "issue:39401", "issue:42175", "issue:42222", "issue:42371", "issue:42673", + "issue:42757", "issue:42898", - "issue:43064", "issue:43066", "issue:43116", + "issue:43122", + "issue:43278", "issue:43441", "issue:43493", "issue:43611", - "issue:43673", + "issue:43824", "issue:43825", - "issue:43827", "issue:43874", "issue:43937", "issue:43976", - "issue:43992", "issue:44038", "issue:44075", "issue:44188", + "issue:44222", + "issue:44295", + "issue:44351", "issue:44355", "issue:44485", "issue:44625", - "issue:44704", "issue:44779", "issue:44936", "issue:44938", - "issue:44995", + "issue:44945", "issue:45072", "issue:45083", + "issue:45216", "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" + "issue:46614" ], "soft_pairs": [ + "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:43278|issue:44945", + "issue:36296|issue:43116", + "issue:42757|issue:44351", "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:38617|issue:45278", "issue:43611|issue:46002", "issue:43116|issue:43493", "issue:44355|issue:46231", @@ -14891,211 +14852,216 @@ "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" + "issue:44075|issue:44936" ], - "prepared_review_unit_hash": "0c630868d05223a326e95b88b2c4303a75e4061b25243fb20da33697f85b6e71", + "prepared_review_unit_hash": "7f5305199208be5071c4ec470a7491e1a3e69e2c2d19ada6bc11d29c78bf8537", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35763, - "estimated_input_tokens": 8941, - "estimated_eval_tokens": 18138 + "soft_pair_count": 30, + "serialized_chars": 36219, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most items are unrelated Transformers bugs/regressions in different subsystems (tokenizers, Qwen/GLM, training, docs, imports, image processors). I do not see any soft pair that is clearly the same underlying bug or change, so all candidate duplicate edges should be rejected.", - "confidence": 0.22, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here (multiple import errors after upgrading to 5.5.0), so it is the best representative issue, even though the overall cluster is not a true duplicate set.", + "summary": "The cluster is very heterogeneous: it mixes unrelated tokenizer, import, model-loading, training, and documentation/regression reports. I found no soft edge that clearly represents the same underlying bug/change, so all candidate links should be rejected. If a single issue must be used as a cluster representative, issue:45278 is the broadest v5 regression/import-breakage report, though the overall cluster is still too diverse for a strong duplicate canonical.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report in the set (multiple import failures after upgrading to 5.5.0), so it is the best single representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general, cross-cutting failure report in the group and best fits as a cluster representative.", + "best_issue_reason": "issue:45278 best captures the repeated post-v5 breakage theme and is more general than the model-specific or single-symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer families and different bugs: offset_mapping correctness vs stale espeak backend state." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5 area, but one is save_pretrained checkpoint content and the other is a from_pretrained load failure; not clearly the same underlying defect." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different code paths: Qwen3-VL-Moe Transformers v5 bug vs FP8 save_pretrained for moe." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Unrelated symptoms and mechanics: model-specific v5 bug vs position_ids buffer access error." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different breakages." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenization regressions, but they affect different models and reported behavior is different." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different problem domains: dtype change in evaluate() vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and multi-label example script output are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Distinct import failures from different packages/modules, not one shared root cause." + }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Unrelated symptoms: an ONNX import failure versus a LayoutLMv3 validation/error-message issue." + "reason": "Completely different issues: missing module import vs LayoutLMv3 error-message clarity." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Different problems: backend extras installation missing TensorFlow versus Python 3.14 loading failure." + "reason": "Packaging/backend dependency issue vs Python 3.14 load failure; no shared bug." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different model families and failures: SigLIP2 implementation mismatch versus Qwen3_5 image infinite loop." + "reason": "Different model behaviors: 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 SequenceFeatureExtractor.pad performance behavior." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "45278 is a broad import-error report, but 38617 is a specific missing symbol; not enough evidence they are the same concrete regression." + "reason": "Attention-kernel divergence under torch.compile and a SequenceFeatureExtractor.pad performance issue are unrelated." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change and stale phonemizer backend state are separate tokenizer/phonemizer issues." + "reason": "Tokenization cleanup behavior change vs phonemizer backend state bug are different components and symptoms." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "One is a GenerationConfig validation error; the other is a GLM-5 RoPE implementation discussion." + "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; not the same defect." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related regressions, but one is a single missing symbol while the other is a broad post-upgrade import breakage report." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading/base_model_prefix regression is unrelated to NaNs in classification heads after checkout/init." + "reason": "Base_model_prefix loading breakage and NaNs in classification heads are unrelated." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example script multi-label output bug versus SigLIP2 implementation discrepancy; different code paths and models." + "reason": "Example-script classification output and SigLIP2 implementation mismatch are separate issues." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file loading errors are unrelated to a documentation parameter-name mismatch." + "reason": "Runtime errors in compiled Python files vs a documentation parameter name mismatch are not duplicates." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility failure is unrelated to the flex_attention AuxRequest version-check bug." + "reason": "Python version compatibility issue vs incorrect PyTorch version check in flex_attention; different code paths." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizers, but they describe different regressions in different models and code paths." + "reason": "Both are tokenizer regressions in v5, but they concern different models and likely different root causes." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL-Moe bug and Qwen3.5 MoE from_pretrained error are model-specific but not the same concrete failure." + "reason": "Different Qwen model variants and different failure modes; insufficient evidence of one shared underlying bug." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Propagating num_labels in Qwen3.5 config is unrelated to NaNs in classification heads." + "reason": "num_labels propagation bug and NaNs in a classification head are unrelated." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-threaded generation is unrelated to bfloat16 dtype mismatch failures." + "reason": "VRAM leak in Qwen3ForCausalLM and bfloat16 dtype mismatches in CI are separate problems." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-processor method are unrelated." + "reason": "TF32 behavior settings and a missing image-patch helper method are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extractor length computation issue is unrelated to a PyTorch version-check bug in flex_attention." + "reason": "qwen3_omni_moe feature-length helper behavior and flex_attention import version check are different defects." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Save_pretrained key mismatch and from_pretrained loading error are both Qwen3.5-related, but not clearly the same bug or mergeable into one PR." + "reason": "Both are Qwen3.5-related save/load regressions, but one is incorrect visual encoder keys in saved checkpoints and the other is a from_pretrained error; not clearly the same bug." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Both mention pipelines/docs, but one is an example-script classification bug and the other is a v5 pipeline error-message regression." + "reason": "Multi-label example behavior and pipeline() translation-task messaging are unrelated." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated model-specific issues." + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific issues." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Unused optimizer args in SGD and trainer.evaluate() failing after train() are different training issues." - }, - { - "left": "issue:43992", - "right": "issue:44704", - "accept": false, - "reason": "Missing embed_tokens weight during from_pretrained is unrelated to AutoProcessor kwargs forwarding." - }, - { - "left": "issue:44995", - "right": "issue:46697", - "accept": false, - "reason": "A stale indexer cache crash and an image padding over-pad bug affect different components and behaviors." - }, - { - "left": "issue:28348", - "right": "issue:46640", - "accept": false, - "reason": "FlashAttention support request for GPT2LMHeadModel is not the same as a separate Flash Attention 2 issue." - }, - { - "left": "issue:43066", - "right": "issue:46710", - "accept": false, - "reason": "Tokenizer decoder-type regression and DeepSeek accuracy regression are different failure modes." - }, - { - "left": "issue:43827", - "right": "issue:45446", - "accept": false, - "reason": "Documentation references to removed pipelines are unrelated to the flex_attention import/version check bug." - }, - { - "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and GenerationMixin cache missing in chunked_prefill are unrelated training/generation bugs." - }, - { - "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "GenerationConfig invalidation in GLM-5 is unrelated to a stale warning about num_return_sequences." + "reason": "Optimizer argument handling and trainer.evaluate() failure after train() do not share a concrete code path." } ] }, @@ -15114,300 +15080,300 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ + "issue:28348", "issue:33453", "issue:38617", "issue:39401", "issue:41628", "issue:42222", - "issue:42371", "issue:42617", "issue:42673", "issue:42796", - "issue:43122", - "issue:43408", + "issue:43064", + "issue:43066", "issue:43450", "issue:43673", - "issue:43742", + "issue:43827", "issue:43937", "issue:43986", + "issue:43992", "issue:44117", - "issue:44261", "issue:44291", "issue:44380", "issue:44410", "issue:44466", - "issue:44484", + "issue:44704", "issue:44779", "issue:44829", - "issue:44877", "issue:44977", + "issue:44995", "issue:45071", "issue:45081", "issue:45216", "issue:45310", "issue:45341", "issue:45356", - "issue:45362", "issue:45405", "issue:45446", "issue:45561", + "issue:45563", "issue:45588", "issue:46002", "issue:46077", - "issue:46178", - "issue:46231", - "issue:46298", "issue:46328", "issue:46512", "issue:46614", - "issue:46617", - "issue:46655" + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46752" ], "soft_pairs": [ - "issue:33453|issue:39401", + "issue:43992|issue:44704", + "issue:44995|issue:46697", + "issue:28348|issue:46640", + "issue:43066|issue:46710", + "issue:46614|issue:46752", + "issue:43827|issue:45446", + "issue:43064|issue:43673", + "issue:43937|issue:45563", "issue:42673|issue:42796", + "issue:33453|issue:39401", "issue:44380|issue:46077", - "issue:45356|issue:46614", "issue:43673|issue:46328", - "issue:44291|issue:45071", + "issue:45356|issue:46614", "issue:42673|issue:46655", + "issue:44291|issue:45071", + "issue:42222|issue:46752", "issue:45405|issue:45446", - "issue:45071|issue:46614", - "issue:44117|issue:45588", "issue:44466|issue:46002", + "issue:44117|issue:45588", "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:44829|issue:45216", "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" + "issue:38617|issue:41628" ], - "prepared_review_unit_hash": "654629e2590aee4f33b1cb5708910ff1cf561d5b5348202d2921afdff3951246", + "prepared_review_unit_hash": "093e29c91eb9db35e17f2878e9721ff24f7767b8ff945e594dbbf359b489c9f5", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36654, - "estimated_input_tokens": 9164, - "estimated_eval_tokens": 18584 + "serialized_chars": 36685, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 }, "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.", + "summary": "The cluster is highly heterogeneous: tokenizer regressions, flash-attention problems, model loading/import errors, processor shape bugs, and testing utilities. None of the soft pairs look like true duplicates or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the set; the items span unrelated bugs and features across different subsystems.", "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_issue_reason": "No issue is a good global representative because the cluster does not share one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Both involve from_pretrained-style loading, but one is a missing encoder weight and the other is AutoProcessor kwargs forwarding; different code paths and bugs." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Completely different subsystems: GlmMoeDsa forward-pass caching vs image padding in Swin2SR." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "One is a GPT-2 FlashAttention 2 support request, the other is a generic flash-attention issue; not the same concrete bug." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder mismatch in v5 is not the same as a DeepSeek accuracy regression; model symptom is too broad." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer backend state and empty chat-template input crash are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing pipeline() and a flex_attention version check bug are unrelated changes." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Trainer/FSDP optimizer-state corruption and GenerationMixin cache missing during chunked prefill are different failures." + }, + { + "left": "issue:43937", + "right": "issue:45563", "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." + "reason": "GenerationConfig validation error and stale num_return_sequences warning do not indicate the same bug." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leakage in multithreaded generation and a tokenizer BPE-marker bug are unrelated code paths." + "reason": "VRAM leak in Qwen3ForCausalLM dataloader threads versus tokenizer BPE-marker handling; no shared root cause." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are different issues." }, { "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." + "reason": "GPT-2 attention scaling ignored in SDPA/FlashAttention is separate from Gemma4 bidirectional-mask construction." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache behavior and SequenceFeatureExtractor padding performance are unrelated." }, { "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." + "reason": "Kimi-K2.5 tokenizer codec/fix_mistral_regex regression is unrelated to Wav2Vec2 phonemizer language caching." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:42673", + "right": "issue:46655", "accept": false, - "reason": "Generation cache handling during chunked prefill and an efficiency issue in SequenceFeatureExtractor.pad are unrelated." + "reason": "Qwen3ForCausalLM VRAM leak and SmolVLM video padding are different code paths." }, { "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." + "reason": "init_empty_weights argument handling and PretrainedConfig type checking are distinct API breakages." }, { - "left": "issue:42673", - "right": "issue:46655", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "VRAM leakage in dataloader threads and SmolVLM video padding are separate bugs." + "reason": "VitPose model breakage and empty-list chat template crash are unrelated." }, { "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." + "reason": "A PEFT minimum-version bump and a PyTorch version check bug are unrelated maintenance issues." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:44466", + "right": "issue:46002", "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." + "reason": "lm_head serialization inconsistency is not the same as NaNs in classification heads after checkout/init." }, { "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." + "reason": "Tokenizer-mapping None handling and flash_attention s_aux=None crash are different failure modes." }, { "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." + "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained errors are related only by model family, not the same concrete bug." }, { "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." + "reason": "Both are tokenizer regressions, but they affect different models and behaviors (offset mapping vs incorrect generation results)." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validation and flash-attention generation failure are unrelated." + "reason": "Invalid GenerationConfig and Qwen3.5 flash-attention generation failure are separate problems." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type-checking regression and dtype staleness are separate configuration issues." + "reason": "Type checking breakage in v5.4.0 and stale config.dtype after from_config are different config 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." + "reason": "A small testing_utils bug and an xdist race on captured_info.txt are not the same underlying defect." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Testing utils bug versus preprocessing performance issue; no common code-path bug." + "reason": "testing_utils bug versus SequenceFeatureExtractor padding inefficiency; unrelated." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Batched video-processor shape bug and AutoProcessor crash without torchvision are different issues." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Incorrect batched video processor shape and a crash loading video models without torchvision are separate video-stack issues." + "reason": "FlashAttention-3 degenerate training and Qwen3.5 checkpoint save regression are unrelated." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping fallback and Mistral regex patch crashes are different tokenizer-loading bugs." + "reason": "Tokenizer mapping fallback bug and Mistral regex patch AttributeError are distinct loader/tokenizer problems." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Running 3d_parallel.py and a testing_utils bug do not describe the same failure." + "reason": "3d_parallel.py runtime failure and a testing_utils bug are unrelated." }, { "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." + "reason": "Both are import errors, but they concern different missing symbols and likely different code removals/refactors." } ] }, @@ -15426,31 +15392,29 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:27957", "issue:38617", "issue:39401", "issue:41628", - "issue:42175", "issue:42222", + "issue:42371", "issue:43012", "issue:43066", "issue:43097", "issue:43122", "issue:43352", - "issue:43441", - "issue:43452", - "issue:43531", + "issue:43408", "issue:43577", "issue:43673", + "issue:43742", "issue:43874", "issue:43931", "issue:43937", - "issue:43986", "issue:44038", "issue:44075", "issue:44220", @@ -15463,276 +15427,265 @@ "issue:44485", "issue:44493", "issue:44496", - "issue:44829", + "issue:44877", "issue:44933", - "issue:45003", "issue:45071", "issue:45278", + "issue:45310", "issue:45341", + "issue:45362", "issue:45464", "issue:45478", "issue:45542", "issue:45656", - "issue:45753", "issue:46172", + "issue:46178", "issue:46209", "issue:46231", - "issue:46369" + "issue:46298", + "issue:46328", + "issue:46617" ], "soft_pairs": [ + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:43122|issue:46298", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:42222|issue:46178", + "issue:44484|issue:45310", + "issue:42371|issue:46617", "issue:43937|issue:44496", "issue:39401|issue:46209", "issue:44410|issue:45478", - "issue:44933|issue:45278", "issue:38617|issue:44220", + "issue:44933|issue:45278", "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:42222|issue:45542", "issue:43931|issue:44410", + "issue:45071|issue:45542", "issue:43874|issue:44261", "issue:44483|issue:45464", "issue:44484|issue:45478", - "issue:44360|issue:46172", "issue:44263|issue:46172", + "issue:44360|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" + "issue:43931|issue:44038" ], - "prepared_review_unit_hash": "2edefcbeb0545434158cd7dab63a5819fd0d95a88dc81242651430caa6776184", + "prepared_review_unit_hash": "a7a8a46a22a6836249217a804040ea79c1b01b55ea7cbb3934863b602f2c042e", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36146, - "estimated_input_tokens": 9037, - "estimated_eval_tokens": 18330 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 35993, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 }, "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.", + "summary": "The set is a loose collection of unrelated Transformers issues with a few broad import/tokenization regressions. None of the suggested soft pairs look like the same underlying bug or change, so I would reject all soft edges. If forced to pick one representative issue, issue:45278 is the broadest user-facing regression report (many import errors after upgrading), but there is no PR to nominate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest umbrella regression report in the set; it best represents the import/API-breakage theme if a single canonical issue is required.", "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_issue_reason": "issue:45278 is the most generally useful representative issue: broad, user-facing, and likely to subsume several narrower import-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Completely different bugs: chat-generation crash vs. feature extractor padding inefficiency." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and failure modes; one is a model-type mismatch warning, the other a key error while loading MobileLLM." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different categories: tokenizer behavior regression vs. noisy logging." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Unrelated topics: TF32 configuration warning vs. missing rms_norm_eps in MLA layernorm." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config-loading bug vs. documentation mismatch; not the same underlying change." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different subsystems and failures: vitpose model breakage vs. backend registry error for tensorflow_text." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "No shared code path; save_pretrained shard sizing is unrelated to Qwen3.5 MoE loading failure." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 warning/config issue is unrelated to trust_remote_code cache file lookup." + }, { "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." + "reason": "Different failures: invalid GenerationConfig vs. unrecognized model config." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset-mapping corruption and FP8/B200 inference failure are unrelated code paths." + "reason": "Tokenizer offset mapping bug and FP8/B200 inference failure are unrelated." }, { "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." + "reason": "Both touch Qwen-family models, but the concrete problems differ: missing projections in one layer vs. from_pretrained error." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:38617", + "right": "issue:44220", "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." + "reason": "ImportError for a missing symbol is not the same bug as the fbank feature extraction issue." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "ImportError for layer_type_validation and a speech-feature extraction issue are different subsystems and failure modes." + "reason": "Both are import-regression reports, but 45278 is a broad upgrade-wide failure while 44933 is a specific missing import; insufficient evidence they're the same fix." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Optimizer argument handling and double optimizer-step with deepspeed are distinct training bugs." + "reason": "Different optimizer bugs: SGD args ignored vs. optimizer step called twice with DeepSpeed." }, { "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." + "reason": "Different model internals and symptoms: torch.split return values vs. RoPE implementation discussion." }, { "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." + "reason": "Both are tokenizer regressions, but one is decoder-type mismatch and the other is changed tokenization output; too broad to treat as one bug." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "API removal in 5.0 and unexpected position-id keys are unrelated regression types." + "reason": "Removed tie_embeddings API and unexpected position-id key warnings are different regressions." }, { "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." + "reason": "Generation cache/chunked-prefill bug is unrelated to a testing_utils issue." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are different API regressions." + "reason": "ImportError for AutoImageProcessor and PreTrainedModel type-checking breakage are different API changes." }, { - "left": "issue:45071", + "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression in PreTrainedConfig is unrelated to backend package-install behavior." + "reason": "Model-loading breakage and TensorBoard/TF backend detection are unrelated." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Missing TensorFlow in a torch-only install and broken vitpose models do not point to the same bug." + "reason": "Different Qwen-VL loading mismatch vs. missing projections in qwen3next layer 0." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Weight-shape mismatch on Qwen3-VL is a loading/config issue, while the other is a missing-layer projection bug." + "reason": "Type-checking regression and backend-install detection bug are unrelated." }, { "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." + "reason": "Image-patch counting bug and MLA layernorm epsilon bug are different code paths." }, { "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." + "reason": "Chat/completions request validation and streaming inference failure are not the same underlying issue." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "max_shard_size behavior and a Qwen3.5 MoE from_pretrained error are unrelated." + "reason": "Both mention Qwen3.5 MoE only at a high level; the actual bugs are unrelated save_pretrained sharding vs. model-loading failure." }, { - "left": "issue:44360", + "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in DSA indexing is not the same as the deepseek-v4 transpose/dtype issue." + "reason": "Different models and operations; no evidence the GlmMoeDsaIndexer split behavior and deepseek-v4 transpose bug share a fix." }, { - "left": "issue:44263", + "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "These are different model internals and different tensor-operation bugs." + "reason": "DSA indexer missing ReLU and deepseek-v4 transpose issue are separate model-internal 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." + "reason": "PyTorch warning during compile of bf16 model vs. Blip2 dtype propagation bug are different problems." }, { "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." + "reason": "Older XLM-RoBERTa FlashAttention support issue is unrelated to NemotronHForCausalLM Flash Attention 2 support." }, { "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." + "reason": "Different Qwen/VL loading and config issues; not the same bug." } ] }, @@ -15751,313 +15704,299 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:38617", "issue:42757", "issue:42890", - "issue:42907", - "issue:43012", "issue:43064", "issue:43097", - "issue:43208", + "issue:43441", + "issue:43452", "issue:43502", - "issue:43550", + "issue:43531", "issue:43673", - "issue:43825", "issue:43873", + "issue:43874", "issue:43986", "issue:43992", "issue:44038", "issue:44062", "issue:44117", + "issue:44261", + "issue:44263", "issue:44315", "issue:44351", - "issue:44368", - "issue:44380", "issue:44410", "issue:44484", - "issue:44655", - "issue:44704", + "issue:44485", + "issue:44829", + "issue:44933", "issue:44936", - "issue:44938", "issue:44987", - "issue:45103", + "issue:45003", + "issue:45341", "issue:45372", "issue:45375", "issue:45440", "issue:45588", - "issue:45712", "issue:45753", "issue:46050", "issue:46123", "issue:46172", - "issue:46178", + "issue:46231", "issue:46298", "issue:46365", - "issue:46421", + "issue:46369", "issue:46655", "issue:46664", "issue:46701", - "issue:46710" + "issue:46710", + "issue:46752" ], "soft_pairs": [ + "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", "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:38617|issue:42757", "issue:44410|issue:45375", - "issue:43097|issue:46050", "issue:43064|issue:44315", + "issue:43097|issue:46050", "issue:44038|issue:44410", "issue:46655|issue:46664", "issue:43986|issue:44484", - "issue:38617|issue:44351", + "issue:46298|issue:46752", "issue:42890|issue:46298", + "issue:38617|issue:44351", "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" + "issue:43502|issue:43992" ], - "prepared_review_unit_hash": "b51d935004e19a44a5024303e0d97c3b3f41cc2a5c0044ab23aeabc135d06332", + "prepared_review_unit_hash": "e4dff29dabce1516373bd6e50f76bc689d26de55c61ca5fb4fc401b7772529d1", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36659, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "soft_pair_count": 30, + "serialized_chars": 35951, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 }, "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.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues with only superficial thematic overlap (imports, loading, model-family regressions). I would not merge any of the soft edges.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43502 is the broadest core-loader regression in the set and has the strongest user-facing impact; it is the best anchor only because the cluster is otherwise heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 has the widest applicability, high discussion activity, and directly affects offline/loading behavior, so it is the most suitable representative issue here.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43441", + "right": "issue:44829", "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." + "reason": "Both involve flash attention, but one is a Ministral-3 compatibility crash and the other is a training degeneration bug; different code paths." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Different code paths: generation cache handling vs a mask pipeline batch-finalization bug." + "reason": "API removal for `tie_embeddings_and_encoder_decoder` is unrelated to the `gguf_file` tokenizer/model loading failure." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Different model families and failures; one is a DeepseekV3MoE implementation divergence, the other is a DeepSeek-V4 dtype/transpose issue." + "reason": "`sys.modules` access in modeling_utils and a testing_utils bug are unrelated problems." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "One is about a removed config field in v5, the other is a flash-attention crash on sink-less models; unrelated." + "reason": "Video-model loading without torchvision is unrelated to the testing_utils issue." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:44933", + "right": "issue:46231", "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." + "reason": "A missing image_utils import and a docs parameter-name mismatch are not the same bug." }, { - "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", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "These are distinct save/load issues; one concerns removed tie_embeddings_and_encoder_decoder behavior, the other quantized save/load breakage." + "reason": "RMS norm precision/config issues in MLA are unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Different training regressions: optimizer state placement under FSDP2/PEFT vs Liger kernel not applied with model_init." + "reason": "Qwen3_5 infinite-loop behavior and SAM3-LiteText memory overflow are different model/runtime failures." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Same broad ecosystem, but different concrete bugs: a Qwen3-VL-Moe failure versus missing qkv/gate projections in qwen3next." + "reason": "Missing image-patch helper and a torch.split return-value issue are different defects." }, { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Both touch SmolVLM video processing, but one is padding math and the other is num_frames semantics; not the same defect." + "reason": "A Qwen3-MoE sliding-window bug is unrelated to the testing_utils bug." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "A loading crash due to missing torchvision is unrelated to the default max_shard_size discussion." + "reason": "Tokenizer-mapping fallback logic and loading `physical-intelligence/fast` are different loader failures." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Different missing imports: layer_type_validation vs HybridCache; similar shape, but not the same underlying issue." + "reason": "Missing cache in generation during chunked prefill is unrelated to MaskGenerationPipeline batching logic." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "One is a test flake from missing set_seed calls, the other is a noisy logging message." + "reason": "DeepSeekV3MoE divergence and a DeepSeek-V4 tensor transpose issue are not the same concrete bug." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Both mention DeepSeek models, but one is a specific tensor operation bug and the other is an accuracy regression after upgrade." + "reason": "API removal for tie_embeddings is unrelated to the flash_attention `s_aux=None` crash." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "One is a v5 config/API removal issue; the other is a quantization offloading behavior problem." + "reason": "Missing torchvision for video processors is unrelated to the `ReasoningEffort` import error." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Tokenizer-related, but one is an AddedToken constructor argument clash and the other is a mapping-name None assumption." + "reason": "Both are import errors, but they involve different missing symbols in different packages and code paths." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Different subsystems: tokenizer mapping fallback vs an image-text-to-text pipeline failure." + "reason": "Missing attention projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different issues." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "An evaluate-after-train failure is unrelated to an import-time Trainer failure caused by datasets." + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applying with `model_init` are unrelated training-path bugs." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "One is an offline/local-files-only networking bug; the other is a missing embed_tokens weight during UMT5 loading." + "reason": "A v5 API removal is unrelated to quantized save/load breakage after `save_pretrained`." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "One is a kwargs propagation bug in AutoProcessor, the other is an auto-docstring crash with future annotations." + "reason": "Both are Qwen-family regressions, but one is Qwen3-VL-Moe and the other is qwen3next layer wiring; not the same defect." }, { - "left": "issue:44380", - "right": "issue:46421", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "Different code paths: GPT2 attention scaling under SDPA/FlashAttention vs cache lazy-init recompilation with chunked prefill." + "reason": "Same SmolVLM video processor area, but one is padding calculation and the other is `num_frames` semantics; close, but not one bug." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "A Python 3.14 import/load problem is unrelated to a backend-mapping error for tensorflow_text." + "reason": "Video processor dependency handling and a save_pretrained shard-size question are unrelated." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:46298", + "right": "issue:46752", "accept": false, - "reason": "Loading without torchvision is not the same bug as TOKENIZER_MAPPING_NAMES sometimes returning None." + "reason": "Noisy logging and an `apply_chat_template` empty-list crash are unrelated." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "An incorrect pipeline error message and inability to save Pipeline objects are different issues." + "reason": "Missing `set_seed()` in a test file and a noisy logging message are unrelated." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Dequantized model save failures are unrelated to Pipeline.save_pretrained behavior." + "reason": "Both are import errors, but they concern different modules and missing names." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:46172", + "right": "issue:46710", "accept": false, - "reason": "A save/load quantization issue is not the same as an infinite-loop bug in Qwen3_5 on a specific image." + "reason": "A tensor transpose/dtype bug in DeepSeek-V4 is unrelated to the accuracy regression after upgrade." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Different model-specific failures: xLSTM small-model training bugs vs Bamba SDPA torch.compile failure." + "reason": "API removal for embeddings tying is unrelated to offloading problems with quantization." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Left is repository hygiene / dummy-object leakage, right is a noisy log message; unrelated." + "reason": "AddedToken construction and TOKENIZER_MAPPING_NAMES fallback are different tokenizer-loader bugs." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:44117", + "right": "issue:46701", "accept": false, - "reason": "A bfloat16 compilation warning is not the same as a Bamba torch.compile SDPA failure." + "reason": "Tokenizer mapping fallback and a DiffusionGemma pipeline failure are unrelated." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "Both mention warnings, but they are about different conditions and different configuration knobs." + "reason": "Training/evaluation lifecycle issues are unrelated to import-time failure to bring in Trainer." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Missing model weights during load is unrelated to the max_shard_size default question." + "reason": "Offline/network access regression and missing `embed_tokens.weight` in UMT5Encoder are different loader bugs." } ] }, @@ -16076,65 +16015,76 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ - "issue:36010", "issue:36683", - "issue:38617", "issue:42175", "issue:42490", "issue:42757", - "issue:42994", + "issue:42907", "issue:43012", "issue:43064", "issue:43066", "issue:43097", "issue:43208", - "issue:43299", "issue:43352", - "issue:43475", - "issue:43502", "issue:43526", + "issue:43550", "issue:43582", - "issue:43618", - "issue:43756", - "issue:43761", "issue:43824", - "issue:43867", + "issue:43825", "issue:43906", - "issue:43937", "issue:43976", + "issue:43986", + "issue:43992", "issue:44038", "issue:44077", + "issue:44117", "issue:44162", "issue:44222", "issue:44230", + "issue:44368", "issue:44380", "issue:44483", - "issue:44485", + "issue:44484", "issue:44514", - "issue:44625", "issue:44655", "issue:44683", - "issue:45276", + "issue:44704", + "issue:44938", + "issue:45103", "issue:45478", "issue:45479", "issue:45584", - "issue:45600", - "issue:46077", + "issue:45712", + "issue:45753", "issue:46132", "issue:46172", + "issue:46178", "issue:46298", - "issue:46365" + "issue:46365", + "issue:46421" ], "soft_pairs": [ + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43992|issue:44484", "issue:43066|issue:43906", "issue:43352|issue:43976", - "issue:43097|issue:46298", "issue:43352|issue:44380", + "issue:43097|issue:46298", "issue:44162|issue:46172", "issue:44380|issue:46132", "issue:44077|issue:46365", @@ -16144,239 +16094,227 @@ "issue:44380|issue:45479", "issue:42175|issue:46365", "issue:42490|issue:43012", - "issue:42757|issue:43824", "issue:43064|issue:44380", + "issue:42757|issue:43824", "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" + "issue:44038|issue:44230" ], - "prepared_review_unit_hash": "90bdb5122eac6b239f6fb0988b77edfe77a5a7ea223b09ca9039e141298c8fe9", + "prepared_review_unit_hash": "9155b444244df0ab12bef174b57c4f1f871befaf68a613b8cdfd487d90aee80a", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36602, - "estimated_input_tokens": 9151, - "estimated_eval_tokens": 18558 + "serialized_chars": 36238, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 }, "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.", + "summary": "This cluster is dominated by unrelated issue reports rather than true duplicates. The themes vary across import errors, save/load regressions, model-specific bugs, backend/package issues, and warning/cleanup problems, so I would not merge any of the proposed soft pairs.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #44704 is the best canonical issue candidate because it is a concrete, narrowly scoped bug report with a clear code path (`AutoProcessor.from_pretrained` not forwarding kwargs to `cached_file`).", "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_issue_reason": "#44704 is the strongest representative issue in this set: specific, reproducible, and directly actionable without being overly model- or environment-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different subsystems and failures: `AutoProcessor.from_pretrained` kwargs forwarding vs auto-docstring handling of postponed annotations." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Both mention runtime behavior changes, but one is GPT2 attention scaling under SDPA/FlashAttention and the other is cache lazy initialization recompilation; not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to a backend mapping error for `tensorflow_text`." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "A missing torchvision dependency path is unrelated to tokenizer mapping returning `None` in `from_pretrained`." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both concern saving, but one is dequantized model save failure and the other is pipeline object serialization; different code paths and symptoms." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models is unrelated to a model-specific infinite-loop generation bug on a particular image." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-support messaging and pipeline object serialization are separate problems." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are model-specific but distinct issues." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch precision warning on bf16 compilation is not the same as a Bamba SDPA compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is a repo hygiene/dummy-class bug; right is a noisy logging message. Not the same underlying defect." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A bf16 precision warning is unrelated to a tie-word-embeddings warning during Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing `embed_tokens.weight` in UMT5Encoder is unrelated to `max_shard_size` behavior in save_pretrained." + }, { "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." + "reason": "Wrong tokenizer decoder type in v5 is unrelated to an isolated reproduction of a different issue." }, { "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." + "reason": "Flash Attention 2.0 support for a specific model is unrelated to a Python version compatibility problem." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "One is a concrete API removal regression; the other is a noisy logging complaint. Different problems." + "reason": "Both touch attention/backends, but they affect different models and different failure modes." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "Different model/backend issues: unsupported Flash Attention for Nemotron versus GPT-2 attention scaling being ignored." + "reason": "A removed config/API flag is unrelated to a noisy logging message." }, { "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." + "reason": "ESM2 breakage is unrelated to the DeepSeek dtype/transpose issue." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Attention scaling being ignored is not the same as register() changing behavior of registered functions." + "reason": "GPT2 backend-specific attention scaling is not the same as `AttentionInterface.register` changing function behavior." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "PatchTSMixer post_init validation and Trainer import conflicts with datasets are unrelated." + "reason": "`post_init` validation for patchtsmixer is unrelated to importing Trainer being affected by `datasets`." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to Trainer import resolution." + "reason": "Whisper empty transcription failure and Trainer import conflict have different call paths and causes." }, { "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." + "reason": "One is FP8 `save_pretrained` behavior and the other is a Qwen3.5 MoE `from_pretrained` error; related topic, but not the same concrete bug." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Gemma config attribute error is unrelated to an Apple Silicon allocator TypeError." }, { "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." + "reason": "Attention scaling under specific backends is unrelated to degenerate zero loss in sequence classification." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Backend packaging for torch install and Trainer import failure have different causes and symptoms." + "reason": "Backend extras packaging for TensorFlow is unrelated to an import conflict between Trainer and datasets." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local-path import warning and bfloat16 compilation warning are different warning/behavior issues." + "reason": "A trailing-slash local model warning is unrelated to bf16 precision warnings." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "These are both import errors, but for different symbols from different packages and likely different breakages." + "reason": "Distributed optimizer-state corruption in Trainer/FSDP2/PEFT is a different bug from GPT2 attention scaling under SDPA/FlashAttention." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "FSDP2 optimizer-state corruption and GPT-2 attention-scaling backend behavior do not share the same code path." + "reason": "Two different import errors, with different missing symbols and likely different dependency/version causes." }, { "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." + "reason": "A precision warning on bf16 compilation is not the same as a flex_attention compile failure on torch 2.9+." }, { "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." + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated model/component failures." }, { "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." + "reason": "A chat-completions API request rejection is unrelated to `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:44038", + "right": "issue:44230", "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." + "reason": "Both are Qwen3-VL/MoE related, but one is a broad v5 bug report and the other is fp8 inference support; not the same underlying issue." } ] }, @@ -16395,60 +16333,72 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ - "issue:28282", - "issue:33453", - "issue:36296", + "issue:36010", "issue:36683", + "issue:38617", "issue:41669", + "issue:42757", "issue:42890", + "issue:42994", "issue:43010", "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", "issue:43525", - "issue:43575", "issue:43611", "issue:43618", + "issue:43756", + "issue:43761", "issue:43867", "issue:43901", + "issue:43937", "issue:43976", "issue:43992", "issue:44075", "issue:44077", - "issue:44112", "issue:44246", "issue:44355", - "issue:44360", + "issue:44380", "issue:44483", + "issue:44485", "issue:44492", "issue:44625", "issue:44655", "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", "issue:46202", - "issue:46285", "issue:46365", "issue:46369" ], "soft_pairs": [ + "issue:43618|issue:43761", + "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: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", @@ -16466,263 +16416,245 @@ "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:43867|issue:45375", "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" + "issue:41669|issue:44246" ], - "prepared_review_unit_hash": "6ff670d96af446ce09fe51740bff003b14772e9dbe1a7f5b819184337d211506", + "prepared_review_unit_hash": "81f889dbddc987c74e307e461370370a5646845905121d6ab7af1c18337e144d", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37197, - "estimated_input_tokens": 9300, - "estimated_eval_tokens": 18856 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37505, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 }, "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, + "summary": "The cluster is mostly a loose similarity group of unrelated Transformers regressions, import failures, config mismatches, and model-specific bugs. None of the soft pairs look like safe duplicates; they mostly share only a broad subsystem or regression vibe.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45278 is the best umbrella-style issue in this set: it captures the broad post-upgrade import/regression theme without being overly narrow to one model.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45278 is the most representative cluster anchor because it describes the broadest user-visible breakage pattern in the group.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is about attentions and the other about hidden_states; they look like different output-path bugs." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Same general model family area, but CLIP output-field regression and GPT-2 attention scaling are unrelated bugs." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError from a removed config utility vs local_files_only still triggering network requests; different code paths and symptoms." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation issues." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL loading regression vs a generic state_dict ordering load error; not the same underlying failure." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure and saving Pipeline objects are distinct save_pretrained problems." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and importing Trainer with datasets installed are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is embedding resize behavior and the other is bidirectional attention mask construction." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size in Gemma3Config and missing fpn_position_embeddings in SAM3 output are different model-specific attribute bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but they involve different packages and different missing symbols." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support gating for Nemotron and invalid GenerationConfig for GLM-5 are not the same bug." + }, { "left": "issue:44483", "right": "issue:46369", "accept": false, - "reason": "Different symptoms and domains: chat/completions request rejection vs Trainer import dependency confusion." + "reason": "Chat/completions request validation and SAM3-litetext memory overflow are unrelated." }, { "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." + "reason": "Model loading with base_model_prefix and saving Pipeline objects address different APIs and failure modes." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for text classification is unrelated to pipeline save_pretrained failure." + "reason": "Docs mismatch for return_all_scores versus Pipeline serialization; not a duplicate bug." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Different config attribute bugs: Gemma3 vocab_size vs patchtsmixer post_init policy." + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated configuration issues." }, { "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." + "reason": "Generic state_dict sorting load error vs Qwen3.5 checkpoint save regression; different directions of failure." }, { "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." + "reason": "Both are Python-version compatibility reports, but they refer to different versions and likely different causes." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Different model families and bugs: Qwen3.5 num_labels propagation vs Gemma4 attention mask construction." + "reason": "Qwen3.5 label propagation and Gemma4 attention masking are unrelated model behaviors." }, { "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." + "reason": "Gemma4 bidirectional mask behavior and LlamaConfig head_dim validation are different configuration/model issues." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions field regression is unrelated to Qwen3.5 save_pretrained corruption." + "reason": "CLIP output regression and Qwen3.5 save_pretrained checkpoint corruption are not the same bug." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing-config-attribute failures in different models: vocab_size vs pad_token_id." + "reason": "Different missing config attributes on different models; only the broad shape of the error matches." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Both are config propagation issues, but they affect different fields and model stacks." + "reason": "Both involve config propagation, but Gemma3 missing vocab_size and Qwen3.5 num_labels propagation are separate model-specific defects." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5 missing embed_tokens.weight is unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 Moe from_pretrained errors are different loading failures." }, { "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." + "reason": "Cache update no_grad behavior and broad import errors after upgrade are unrelated." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Optimizer/FSDP state mismatch is unrelated to a cache strategy typo." + "reason": "Optimizer state corruption under FSDP/PEFT and a typo in cache strategies do not match." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "SGD arguments ignored is an optimizer bug, not an import-time Trainer dependency issue." + "reason": "Optimizer SGD args being ignored and Trainer import broken by datasets are unrelated." }, { "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." + "reason": "Running compiled Python files and a Python 3.13 torch.jit.script parsing/IndentationError are different import/runtime failures." }, { "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." + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are both version regressions, but not the same underlying issue." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Different failure modes: sorted state_dict load error vs Gemma pipeline roundtrip tokenization issue." + "reason": "State_dict sorting load error and Gemma pipeline roundtrip failure are unrelated serialization/loading problems." }, { "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." + "reason": "Gemma3 config attribute loss and FSDP2/PEFT optimizer-state corruption are unrelated." }, { "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", + "right": "issue:45375", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE divergence." + "reason": "Generic load-order failure and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are not the same bug." }, { "left": "issue:42890", - "right": "issue:44964", + "right": "issue:45561", "accept": false, - "reason": "Seed-related test flake is unrelated to Phi-4 multimodal model loading failure." + "reason": "One is a flaky test due missing set_seed, the other is an xdist file race in testing utils." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Different CI/test issues: missing set_seed versus stale device override on GraniteSpeech." + "reason": "Decorating cache updates with no_grad and a broad complaint that 5.0 breaks many models are not duplicate-level specific." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "Test flake from set_seed omission is unrelated to auto_mappings referencing removed configs." + "reason": "Removing import * for performance and slow intermittent imports are related only at a very high level, not the same change." } ] }, @@ -16741,61 +16673,73 @@ "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", + "cluster_id": "cluster-10000-481", "nodes": [ - "issue:27957", + "issue:28282", "issue:30333", "issue:30990", "issue:31795", "issue:33453", - "issue:34689", "issue:36296", - "issue:38617", "issue:42548", - "issue:42757", + "issue:42890", "issue:42898", "issue:43010", "issue:43065", "issue:43232", - "issue:43299", "issue:43502", - "issue:43526", + "issue:43575", "issue:43576", + "issue:43618", "issue:43723", "issue:43824", - "issue:43827", + "issue:43867", "issue:43874", - "issue:43901", + "issue:43976", + "issue:43992", "issue:44062", + "issue:44077", + "issue:44112", "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:44857", "issue:44961", - "issue:45071", + "issue:44964", "issue:45125", + "issue:45357", "issue:45375", - "issue:45468", + "issue:45440", "issue:45478", + "issue:45600", "issue:46132", - "issue:46143", - "issue:46144", + "issue:46285", "issue:46617", "issue:46664", "issue:46726" ], "soft_pairs": [ + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43867|issue:45357", + "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", "issue:42898|issue:46664", "issue:43502|issue:44062", "issue:44734|issue:46617", @@ -16816,340 +16760,618 @@ "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" + "issue:43502|issue:44222" ], - "prepared_review_unit_hash": "2baccc09c663e7fbb7863986dcd22dc0b091ba02b75abc02e7ae252c81ffcddb", + "prepared_review_unit_hash": "b2a622915043e0c239a5cdefe616761e82d2505ebdd15d1cd25606186a4f7966", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39473, - "estimated_input_tokens": 9869, - "estimated_eval_tokens": 19994 + "soft_pair_count": 33, + "serialized_chars": 37206, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 }, "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.", + "summary": "This cluster is mostly heterogeneous Transformers regression reports with superficial overlap around loading/import/tokenization wording. None of the soft pairs look like the same underlying bug or change, so they should stay separate.", + "confidence": 0.3, + "canonical_issue_reason": "issue:43502 is the clearest broad, user-facing regression in a core loading/offline path, with direct reproducibility and wider applicability than the more model-specific or test/doc issues here.", "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_issue_reason": "issue:43502 is the most representative and actionable issue in the set: a general loading behavior bug with obvious impact on users trying to stay offline.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor-parallel loading, but one is a training bug and the other is an OOM while loading a specific Qwen model." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "These are unrelated regressions: cache/layer update semantics vs Python version compatibility." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Both are API-compatibility complaints, but they affect different model classes and different fields/constructor behavior." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "One is a state_dict load-order issue; the other is an incorrect save_pretrained key mapping. Same broad area, different bug." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are from_pretrained failures, but they concern different models and likely different root causes." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for missing PyTorch and tokenizer loading regression are unrelated failures." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both touch CLIP-related structures, but one is about attentions output assignment and the other about class layout divergence." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "These are unrelated: a model output field regression versus a CUDA AMP crash in a detection loss." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different subsystems entirely: DSA indexer behavior vs DeepSeek MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test due to missing set_seed is not the same as a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test failures, but they are different tests with different failure modes and fixes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "One is test flakiness, the other is stale auto_mappings references causing CI breakage." + }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Different bugs: tokenization cleanup behavior vs video processor frame-count semantics." + "reason": "Tokenization cleanup behavior and video num_frames semantics are unrelated API changes." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Unrelated failures: offline/local file behavior vs AddedToken argument handling." + "reason": "Offline request leakage and AddedToken constructor keyword duplication are different loading/tokenization bugs." }, { "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." + "reason": "KV-cache continuation indexing in serving is not the same as cache-based trust_remote_code file lookup failure." }, { "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." + "reason": "Both involve MoE/tensor parallel terminology, but one is save_pretrained for FP8 and the other is missing tensor-parallel planning." }, { "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." + "reason": "Tokenizer loading regression and checkpoint reload incompatibility after version upgrade are related in theme only, not the same bug." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Quantization/OOM memory regression is a different issue from checkpoint reload failure." + "reason": "One is int4 quantization memory growth, the other is checkpoint reload compatibility; distinct regressions." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Image-processor token accounting bug vs trust_remote_code cache FileNotFoundError." + "reason": "Missing image-patch count method and cache FileNotFoundError are different multimodal loading issues." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Importing a missing model class is unrelated to cache loading from trust_remote_code." + "reason": "Importing a missing Qwen2.5-VL class is not the same as failing to load a trust_remote_code model from cache." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Different subsystems: generation cache updates vs Sam3PixelDecoder placeholder convolution." + "reason": "Decorating cache update methods and a dummy Conv2d in Sam3PixelDecoder are unrelated model changes." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only API calls and GLM RoPE implementation are unrelated." + "reason": "Local-files-only network leakage and GLM-5 RoPE discussion are unrelated." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "A broken CLI command and AttentionInterface behavior change are distinct issues." + "reason": "A broken env command and AttentionInterface.register behavior change are separate CLI/API 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." + "reason": "Both mention Qwen3.5 MoE, but one is missing _tp_plan and the other is a from_pretrained error." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failure vs tokenizer loading regression are unrelated." + "reason": "MLFlow reporting on failed jobs and 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." + "reason": "Compiled-Python-file errors and slow filtering after upgrade are different symptoms and code paths." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: PreTrainedModel vs HybridCache." + "reason": "These are different import errors for different symbols and likely different packaging/export causes." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan missing vs config field dropped by @strict are separate Qwen3.5 issues." + "reason": "Missing tensor-parallel plan and missing vision config field 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." + "reason": "Video num_frames semantics and missing vision backend handling are unrelated multimodal issues." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both concern generation/cache machinery, but the symptoms and code paths differ." + "reason": "Cache update no_grad decoration and generation kwargs sync bug are different generation-path problems." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading hang in Sentence Transformers vs docs confusion around forward arguments." + "reason": "A loading hang and a documentation clarification are not the same bug." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "No relation between local_files_only API requests and the unrelated 'racoon' issue." + "reason": "A concrete offline loading regression and a placeholder/low-information issue are unrelated." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "API request leak and FP8 MoE save_pretrained are unrelated." - }, + "reason": "Offline API leakage and FP8 MoE save_pretrained behavior are separate loading/saving 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": 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-10000-481", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43299", + "issue:43475", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "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:44908|issue:44961", + "issue:38617|issue:43576", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:36296|issue:43526", + "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" + ], + "prepared_review_unit_hash": "68f97010e0505a09eb129b579cad5a1628697d3eaa753a72a32f6a52ba269413", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 36881, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated regression or documentation reports. The only plausible duplicate/near-duplicate pair is the lazy-loading failure and the sys.modules access bug; the rest are too broad or describe different code paths.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45003 is the most specific root-cause report here: it identifies unsafe sys.modules access in modeling_utils, which plausibly explains a broader lazy-loading failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the clearest and most actionable issue in this set, with a concrete implementation-level diagnosis rather than only a user-facing symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and 'racoon' are clearly unrelated." + "reason": "Docs/pipeline-removal report vs unrelated placeholder issue; no shared bug or codepath." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting vs tensor-parallel training bug are different issues." + "reason": "MLflow reporting on training failure is unrelated to tensor-parallel training behavior." }, { "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." + "reason": "Both mention version-related loading problems, but they concern different model families and failure modes." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file errors are unrelated to PretrainedConfig type-checking breakage." + "reason": "Compiled-file errors and PreTrainedConfig type checking are different issues." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression vs Llama 3.2 vision model loading breakage are separate bugs." + "reason": "Tokenizer-loading regression vs Llama 3.2 vision model loading failure; too specific and different." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors are unrelated to saving Pipeline objects." + "reason": "Compiled Python execution errors are unrelated to save_pretrained pipeline serialization." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer loading regression." + "reason": "Flash Attention 2 support for XLM-Roberta 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." + "reason": "Different symptoms: missing huggingface_hub symbol vs broken transformers env command." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command breakage is unrelated to PretrainedConfig type checking." + "reason": "CLI env command breakage and config type-checking regression are not the same bug." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application bug and DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel application issue and DSA indexer 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." + "reason": "Documentation confusion for model.forward vs an import error in configuration_utils; different artifacts." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env CLI and missing Qwen2.5-VL import are unrelated." + "reason": "Broken env command and missing Qwen2.5-VL export are separate regressions." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The 'racoon' issue is not the same as the Gemma-4 audio positional encoding bug." + "reason": "Placeholder issue 'racoon' is not the same as the Gemma-4 positional encoding bug." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "HybridCache import error is unrelated to trust_remote_code cache file lookup." + "reason": "Missing HybridCache export and cache FileNotFoundError are different failure modes." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to the 'racoon' issue." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." }, { - "left": "issue:38617", - "right": "issue:43576", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "Missing layer_type_validation import and broken env command are unrelated." + "reason": "Scheduler kwargs bug and placeholder issue are unrelated." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:38617", + "right": "issue:43576", "accept": false, - "reason": "Scheduler kwargs bug and the 'racoon' issue are unrelated." + "reason": "ImportError for layer_type_validation does not match a broken CLI env command." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + "reason": "Tensor-parallel training bug vs pipeline docs mismatch; different domains." }, { "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." + "reason": "Both are about RoFormer, but one is kwargs propagation and the other is attention-interface usage; not clearly the same underlying 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 - }, - { + "reason": "Tensor-parallel training bug is unrelated to BeitImageProcessorFast label handling." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video attribute error and trust_remote_code cache loading error are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained behavior and the other is inference support; not the same fix." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different top-level symbols and likely different regressions." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init issue is unrelated to FP8 inference on B200." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash and broad 'since 5.0 breaks too many models' complaint do not identify the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache bug and a typo in cache strategies are different problems." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regression is unrelated to TensorBoard/TensorFlow backend installation error." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer discussion and SmolVLM video-frame semantics are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific missing-files bug vs an unspecific placeholder report." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3-related models, but one is general loading failures and the other is missing tensor-parallel plan; not the same codepath." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": true, + "reason": "These appear to describe the same underlying lazy-loading/import regression: a visible lazy-loading failure plus the concrete modeling_utils sys.modules misuse that can cause it." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D bounding-box output bug is unrelated to PreTrainedConfig type checking." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is bbox output errors and the other is an infinite loop on a specific image; different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The output is grounded in the packet and the soft-edge calls are generally conservative. The only accepted near-duplicate pair, 44273/45003, is supported by the titles and is phrased cautiously. The rejections avoid overclaiming despite sparse 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": 55, + "review_unit_index": 56, "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", + "cluster_id": "cluster-10000-481", "nodes": [ - "issue:41628", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", "issue:41669", "issue:42371", - "issue:42548", "issue:42890", "issue:43352", "issue:43408", - "issue:43475", + "issue:43519", "issue:43525", "issue:43572", "issue:43576", "issue:43673", + "issue:43704", + "issue:43827", "issue:43976", - "issue:44038", - "issue:44222", + "issue:44077", "issue:44230", "issue:44246", "issue:44273", @@ -17162,43 +17384,26 @@ "issue:44485", "issue:44492", "issue:44556", - "issue:44623", + "issue:44655", "issue:44704", + "issue:44829", + "issue:44861", "issue:44908", - "issue:45003", "issue:45071", "issue:45092", - "issue:45125", "issue:45230", "issue:45278", + "issue:45310", "issue:45341", - "issue:45362", + "issue:45468", "issue:45478", - "issue:45542", - "issue:45753", "issue:45850", "issue:46095", - "issue:46209", "issue:46218", "issue:46328", - "issue:46617", - "issue:46664" + "issue:46655" ], "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", @@ -17215,8 +17420,8 @@ "issue:43352|issue:44393", "issue:43576|issue:44908", "issue:43976|issue:44393", - "issue:44704|issue:44908", "issue:44908|issue:45071", + "issue:44704|issue:44908", "issue:44295|issue:45230", "issue:44297|issue:45230", "issue:41669|issue:44351", @@ -17224,270 +17429,322 @@ "issue:41669|issue:45341", "issue:43976|issue:45850", "issue:44393|issue:45478", - "issue:43976|issue:46218" + "issue:43976|issue:46218", + "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" ], - "prepared_review_unit_hash": "d9ed9cfe4f353b4130a9130eaee7079a9c63cc589e509c00af0d3b0aa97d13e6", + "prepared_review_unit_hash": "21bb0bea181e68eec288134dc3e695829f5c1f71c21355c3992fea3b2a681ee5", "component_budget": { - "node_count": 479, - "item_count": 479, - "soft_pair_count": 1763, - "serialized_chars": 913991, - "estimated_input_tokens": 228498, - "estimated_eval_tokens": 457252 + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 38926, - "estimated_input_tokens": 9732, - "estimated_eval_tokens": 19720 + "soft_pair_count": 42, + "serialized_chars": 39719, + "estimated_input_tokens": 9930, + "estimated_eval_tokens": 20116 }, "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.", + "summary": "Mostly a mixed set of distinct Transformers issues, with a small duplicate pocket around import/lazy-loading regressions and one exact Qwen3.5 MoE duplicate. Most soft edges are not the same concrete bug.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 45278 is the best umbrella report: it captures broad breakage after upgrading to v5.5.0 and is more representative than narrower model-specific or symptom-only reports.", "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_issue_reason": "Issue 45278 is the clearest and broadest issue in this set for the overall v5 regression theme, while still being concrete enough to summarize the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43475", - "right": "issue:46617", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Different failures: SAM HQ video attribute error vs trust_remote_code cache FileNotFoundError." + "reason": "Different problems: import-star performance regression vs missing GenerationMixin cache in chunked prefill." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; not the same concrete bug." + "reason": "One is an `transformers env` CLI failure; the other is checkpoint reload compatibility after upgrade." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Both are import errors, but for different public symbols; too little evidence of one shared root cause." + "reason": "Specific `Llama4Config` attribute error vs a broad complaint that many models are broken." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:44556", + "right": "issue:45092", + "accept": true, + "reason": "Both report old checkpoints failing to load under v5 after initialization changes; same checkpoint-compatibility regression." + }, + { + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "Unrelated: Liger kernel application in model_init vs FP8 inference failing on B200." + "reason": "Model config attribute mismatch vs generic version-breakage report are not the same bug." }, { - "left": "issue:44485", - "right": "issue:46664", + "left": "issue:45278", + "right": "issue:45850", "accept": false, - "reason": "Different model paths and symptoms: RoPE implementation discussion vs video processor frame semantics." + "reason": "Both are broad upgrade-breakage reports, but they do not describe the same concrete failure mode." }, { - "left": "issue:45362", + "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Specific chat crash vs broad v5 breakage complaint; not the same bug." + "reason": "Cache-strategy typo is unrelated to the generic v5 model-breakage complaint." }, { - "left": "issue:43673", + "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "Missing GenerationMixin cache is not the same as a typo in cache strategies." + "reason": "TF32 settings warning and cache-strategy typo are unrelated subsystems." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "Lazy loading regression and tf-backend detection are separate issues." + "reason": "Import-time performance regression vs missing model module import error; different root causes." }, { - "left": "issue:44360", - "right": "issue:46664", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM video frame handling." + "reason": "FP8 inference support request vs weight-conversion-script question are not duplicates." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to a generic bug report title." + "reason": "Model-type warning and Liger-kernel application issue are different code paths." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "General Qwen3-VL-Moe bug vs missing tensor-parallel plan; different concrete problems." + "reason": "Test seeding flakiness vs scheduler kwargs handling are unrelated." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44246", + "right": "issue:44273", "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." + "reason": "Both describe the same import/lazy-loading regression around `transformers` import behavior and slowness." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:43352", + "right": "issue:44393", "accept": false, - "reason": "Qwen3-VL output bug and `PretrainedConfig` type-checking regression are unrelated." + "reason": "Flash-Attention support error vs Qwen3-VL bbox output bug are different issues." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:43576", + "right": "issue:44908", "accept": false, - "reason": "Same model family, but hallucinated bbox output vs infinite loop on one image are different symptoms and likely different bugs." + "reason": "CLI/env command breakage and scheduler kwargs are unrelated." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Import-star performance issue and missing generation cache are different code paths." + "reason": "Python-version compatibility issue vs vision bbox output bug are not the same problem." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "Broken `transformers env` command is unrelated to checkpoint reload compatibility." + "reason": "Scheduler kwargs bug and `PretrainedConfig` type-checking breakage are different failures." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Specific `Llama4Config` missing field vs generic v5 breakage complaint." + "reason": "`AutoProcessor.from_pretrained` kwargs forwarding and scheduler kwargs handling are separate areas." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "StableLm config field regression is not the same as a broad v5 complaint." + "reason": "Position_ids buffer bug vs generic placeholder bug report are not a match." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save-pretrained mismatch vs generic bug report are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", "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." + "reason": "Import-star slowdown is not the same as the missing `HybridCache` export/import error." }, { "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache strategy typo and feature-extractor padding inefficiency are different bugs." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance regression vs testing-utils bug are unrelated." + }, + { + "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo is unrelated to a broad \u201cv5 breaks too many models\u201d report." + "reason": "Python-version support issue vs generic model-breakage complaint are not the same bug." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:44393", + "right": "issue:45478", "accept": false, - "reason": "TF32 API migration guidance and cache-strategy typo are unrelated." + "reason": "Different model families and failures; vision bbox hallucination is unrelated to Qwen3.5 MoE loading." }, { - "left": "issue:41669", + "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Import-star performance cleanup is not the same as a missing `Qwen3_5ForCausalLM` module import." + "reason": "Python support issue and missing Qwen3_5 module import error are unrelated." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "FP8 inference support and weight conversion script availability are different concerns." + "reason": "`post_init` policy issue vs tied-weight-key crash are different code paths." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:43827", + "right": "issue:44908", "accept": false, - "reason": "Model-type mismatch warning vs Liger kernel/model_init issue; unrelated." + "reason": "Docs still referencing `pipeline()` vs scheduler kwargs bug are unrelated." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "Test flakiness from missing seeds is unrelated to scheduler kwargs being ignored." + "reason": "Documentation confusion and tokenizer-loading regression are different issues." }, { - "left": "issue:44246", + "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Import slowness and lazy-loading breakage are related only broadly, not the same bug." + "reason": "Broken env command and lazy-loading regression are separate failures." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Flash Attention 2 support warning and Qwen3-VL bbox errors are different problems." + "reason": "Liger-kernel application bug and flash_attention_3 training degeneration are not the same underlying change." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Broken env command and scheduler kwargs regression are unrelated." + "reason": "DSA indexer discussion and Gemma-4 audio positional-encoding bug are unrelated." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:43519", + "right": "issue:46655", "accept": false, - "reason": "Python-version incompatibility and Qwen3-VL bbox output bug are different issues." + "reason": "Timestamp calculation bug in Qwen3VL and padding calculation bug in SmolVLM are different processor issues." }, { - "left": "issue:44704", + "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated despite both mentioning kwargs." + "reason": "Lazy-loading/import regression and scheduler kwargs bug are unrelated." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "Position_ids buffer access error is not the same as a generic bug report." + "reason": "Pipeline save_pretrained issue and tied-weight-key AttributeError are different bugs." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:43576", + "right": "issue:46218", "accept": false, - "reason": "Tokenizer config mismatch is unrelated to a generic bug report." + "reason": "Broken env command and missing `Qwen3_5ForCausalLM` module import are distinct issues." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "Import-star cleanup and missing `HybridCache` import are different symptoms." + "reason": "A generic placeholder report does not match the specific Qwen3.5 MoE loading error." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:43519", + "right": "issue:44485", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor padding performance are unrelated." + "reason": "Timestamp calculation bug and GLM-5 RoPE implementation discussion are different topics." }, { "left": "issue:41669", - "right": "issue:45341", + "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup and a testing_utils bug are not the same underlying issue." + "reason": "Import-time slowdown and VRAM leak in dataloader threads are unrelated." }, { - "left": "issue:43976", - "right": "issue:45850", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "Specific Python support bug vs generic v5 breakage complaint." + "reason": "Documentation confusion and Llama 3.2 Vision model-loading regression are different issues." }, { - "left": "issue:44393", - "right": "issue:45478", + "left": "issue:31515", + "right": "issue:31795", "accept": false, - "reason": "Different Qwen3.5/MoE failure modes; no clear shared code-path bug." + "reason": "Checkpoint loading slowness and forward-doc confusion are unrelated." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:44246", + "right": "issue:44908", "accept": false, - "reason": "Python-version incompatibility and module import failure are separate problems." + "reason": "Import/lazy-loading regression and inverse_sqrt scheduler kwargs bug are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Qwen3VL timestamp bug and scheduler kwargs bug are different areas." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are effectively the same Qwen3.5 MoE `from_pretrained` error report with the same title and failure mode." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft edges are well-supported: 44246/44273 are both import/lazy-loading regressions, 44556/45092 are checkpoint-compatibility regressions after v5 changes, and 45310/45478 are exact Qwen3.5 MoE duplicates. The rejections are mostly appropriately cautious and do not overclaim duplicates from broad similarity alone." }, "evaluator_used": true, "retried": false, @@ -17499,52 +17756,51 @@ "label": "issue", "component_index": 1, "component_count": 23, - "review_unit_index": 56, + "review_unit_index": 57, "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", + "cluster_id": "cluster-10000-481", "nodes": [ "issue:28348", + "issue:30333", "issue:31515", - "issue:31795", "issue:33453", - "issue:34689", + "issue:36296", + "issue:37934", "issue:38617", - "issue:41669", "issue:42371", "issue:42913", + "issue:42936", "issue:43066", + "issue:43240", "issue:43298", "issue:43352", "issue:43502", "issue:43519", "issue:43525", "issue:43572", - "issue:43576", "issue:43606", "issue:43618", + "issue:43668", "issue:43704", - "issue:43827", - "issue:44077", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", "issue:44261", "issue:44263", - "issue:44273", - "issue:44315", "issue:44351", - "issue:44360", "issue:44485", "issue:44492", - "issue:44655", - "issue:44829", + "issue:44623", "issue:44861", "issue:44908", "issue:44938", "issue:44998", - "issue:45230", "issue:45250", "issue:45290", "issue:45310", @@ -17552,27 +17808,11 @@ "issue:45850", "issue:46018", "issue:46095", + "issue:46144", "issue:46172", - "issue:46218", - "issue:46655" + "issue:46218" ], "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", @@ -17595,481 +17835,314 @@ "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." - }, + "issue:43525|issue:44861", + "issue:28348|issue:43352", + "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": "868d66045847fc1a98678f4443597b3a45684a355808aa6dc261237c5ab41de4", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 46, + "item_count": 46, + "soft_pair_count": 43, + "serialized_chars": 38471, + "estimated_input_tokens": 9618, + "estimated_eval_tokens": 19492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is largely heterogeneous: most soft pairs share only broad topic words (tokenizers, Flash Attention, config fields, imports) but describe different models or code paths. I would not merge any of the proposed soft edges. If one issue must serve as the representative, issue:45468 is the strongest concrete open bug in the group.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45468 is the most concrete and discussion-backed open bug here, with a specific model/path and active references; it is a better anchor than the many broad, noisy, or clearly unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the most plausible representative issue in a mostly non-duplicate cluster because it is substantive, specific, and currently open.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating vs weight-conversion/matrix-transpose bug." + "reason": "Different model bugs: shared-expert gating vs a DeepSeek-V4 tensor transpose/type issue." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak vs RoPE implementation; different subsystems." + "reason": "Different models and failures: VRAM leak in Qwen3 vs RoPE implementation discussion in GLM-5." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE vs Gemma audio positional encoding; not the same bug." + "reason": "Both mention positional encoding, but they target different models and distinct implementation problems." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only API leakage vs tokenizer timestamp bug." + "reason": "Local-files-only network request bug is unrelated to Qwen3VL timestamp calculation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings warning vs VRAM leak." + "reason": "TF32 API behavior and Qwen3 VRAM leakage are separate subsystems and fixes." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 breakage complaint vs specific import failure; too different." + "reason": "A broad regression complaint is not the same underlying issue as a specific import error." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp bug vs VRAM leak; only loosely multimodal." + "reason": "Timestamp math in Qwen3VL is unrelated to multi-threaded VRAM leakage in Qwen3ForCausalLM." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch vs audio positional encoding bug." + "reason": "CPU offload device mismatch in bark-small is a different bug from Gemma4 audio positional encoding." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling vs Gemma audio encoding." + "reason": "Different code paths: torch.split handling in GLM-MoE vs Gemma4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Layernorm epsilon precision issue vs Gemma audio encoding." + "reason": "MLA RMS eps precision issue is not the same bug as Gemma4 audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio continuous batching gap vs DeepSeek-V4 weight conversion question." + "reason": "Continuous batching audio-model support and DeepSeek-V4 weight conversion are different feature requests." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure vs Qwen3_5 import failure; different symbols." + "reason": "Both are import errors, but for different symbols and different failure modes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Nemotron Flash Attention support gap vs Qwen3_5 import failure." + "reason": "NemotronH Flash Attention support and Qwen3_5 import failure are unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Tokenizer behavior change vs wrong decoder type; same area, different bugs." + "reason": "Tokenizer regression and wrong decoder type are related broadly, but not the same underlying bug or fix." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2 flash-attn 2 support vs generic Flash Attention 2.0 issue." + "reason": "Both concern Flash Attention 2.0, but one is GPT2-specific support while the other is a generic topic issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated low-quality issue." + "reason": "Scheduler kwargs handling has nothing to do with the unrelated placeholder issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo vs unrelated issue." + "reason": "Cache strategy typo is unrelated to the placeholder issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIP attentions regression vs unrelated issue." + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Unrelated placeholder issue vs broad v5 regression complaint." + "reason": "A placeholder title is not the same bug as the broad v5 regression complaint." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure vs unrelated issue." + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key crash vs chat-template assistant tool-call crash." + "reason": "Tied-weight-key AttributeError and chat-template tool-call crash are different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained loading vs missing layer_type_validation import." + "reason": "Slow from_pretrained checkpoint loading is unrelated to the import error." }, { - "left": "issue:43525", + "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id vs tied-weight-key crash." + "reason": "Missing pad_token_idx in a config is unrelated to tied-weight-key list handling." }, { - "left": "issue:43572", + "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx vs tied-weight-key crash." + "reason": "Missing pad_token_id in Llama4Config is a different config bug from tied-weight-key crashes." }, { "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": "cache", - "cache_hit": true, - "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": [ + "reason": "Both mention Flash Attention 2.0, but they are model-specific support gaps for different architectures." + }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support for Qwen vs missing files in processor.save_pretrained are different bugs." + "reason": "FP8 support for Qwen models is unrelated to processor.save_pretrained missing files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow failure reporting and slow checkpoint loading are unrelated problems." + "reason": "MLFlow reporting on failure and slow checkpoint loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow from_pretrained checkpoint loading is not the same as a tensor-parallel training bug." + "reason": "Slow loading and tensor-parallel training bugs are different problems." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading slowness and tokenizer loading regression affect different code paths." + "reason": "Checkpoint loading performance is unrelated to tokenizer loading regression." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Qwen3.5 MoE from_pretrained error is distinct from FP8 model support for inference." + "reason": "FP8 support request and Qwen3.5-MoE from_pretrained failure are different issues." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models is unrelated to Qwen FP8 support." + "reason": "Continuous batching for audio models and FP8 inference support are different feature gaps." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface are separate model implementations." + "reason": "Mamba init_weights and RoFormer attention interface are unrelated architecture changes." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value handling and DeepSeek-V4 gating are unrelated model bugs." + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." }, { "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." + "reason": "A ModernBERT type-hint typo is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Ignored loss value handling and missing kwargs passthrough are different training bugs." + "reason": "Ignore_value usage and kwargs propagation to loss are different bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs passthrough is unrelated to RoFormer attention implementation." + "reason": "Loss kwargs forwarding and RoFormer attention interface are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former ignore_value handling does not match tokenizer regex warnings." + "reason": "Mask2Former ignore_value and tokenizer regex warning are unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2former loss/ignore_value behavior is unrelated to RoFormer attention code." + "reason": "Different models and different failure modes." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A model loss/ignore_value bug is unrelated to a typo in quantization operation naming." + "reason": "Mask2Former ignore_value and a quantization-operation typo are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Missing loss kwargs and a config type-hint typo are different issues." + "reason": "Loss kwargs forwarding is unrelated to a config type-hint issue." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Type-hint correctness and a quantization typo are unrelated." + "reason": "Type-hint correctness and a string-typo bug are different fixes." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4 norm semantics and ModernBERT norm_eps typing are not the same bug." + "reason": "Llama4 norm semantics question is unrelated to ModernBERT type-hint typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value handling has no clear overlap with the ModernBERT type hint issue." + "reason": "Mask2Former ignore_value and ModernBERT norm_eps typing are unrelated." } ] }, @@ -18088,8 +18161,8 @@ "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": [ @@ -18102,12 +18175,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "105c92f90514f8bfc2583d49545ccf77ab11d2efb7764a3c13eed8d78a8f26e4", + "prepared_review_unit_hash": "9e85e8e08eda1a7e71e00dde6f70193ba5c913c86e1ce5ef0fa4528563281d59", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2873, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -18115,7 +18188,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2873, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -18124,30 +18197,30 @@ "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, + "summary": "These three issues are not duplicates: they concern unrelated topics (token truncation behavior, ReduceLROnPlateau-like scheduler functionality, and Wav2Vec2 word boundary timestamps). The soft similarities appear to be superficial and not indicative of the same underlying bug or feature request.", + "confidence": 0.96, + "canonical_issue_reason": "None of the issues clearly represent the same problem, so there is no strong canonical duplicate candidate; if forced, #10519 is the most concrete and self-contained request.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#10519 is the clearest standalone issue with a specific, actionable feature request; the other two are unrelated in scope and domain.", "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." + "reason": "Different domains and requirements: truncation direction in tokenization vs. Wav2Vec2 word time offsets." }, { "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." + "reason": "No shared underlying bug or change; one is about truncation behavior, the other about scheduler-like training functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Unrelated requests in different subsystems: scheduler behavior vs. speech model time offsets." + "reason": "Unrelated feature requests in different parts of the library; only vague topical similarity." } ] }, @@ -18166,8 +18239,8 @@ "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": [ @@ -18179,7 +18252,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "31ef9f52458bd4fe86436c9fa1dd3e89f9647b77d42156f120e473ee6c0f187e", + "prepared_review_unit_hash": "246c872986a47a174411853329a2c674caf7dfab3340b993e736073eec8fc969", "component_budget": { "node_count": 3, "item_count": 3, @@ -18201,24 +18274,24 @@ "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.", + "summary": "These issues are not duplicates: one is about Tapas tokenization parity, one is about a misleading auth/download error, and one is about loading bert-base-uncased. The only overlap is superficial model-loading language.", + "confidence": 0.92, + "canonical_issue_reason": "issue:16618 is the broadest user-facing model-loading report, but it is still distinct from the tokenization and private-model auth/error-message issues.", "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_issue_reason": "issue:16618 is the closest thing to a cluster representative because it describes a generic load failure, but the three reports do not share the same underlying bug.", "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." + "reason": "Tapas tokenization mismatch vs. a bert-base-uncased load failure are different code paths and different symptoms." }, { "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." + "reason": "Private-model login/error-message handling is not the same bug as failing to load a public model like bert-base-uncased." } ] }, @@ -18237,8 +18310,8 @@ "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": [ @@ -18248,12 +18321,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "ea22d4fd425bf911a2ae8e45d8512fc372de499874c8b4c0bc81dd2e19d468b0", + "prepared_review_unit_hash": "95acc5821cd8ce4ee6d6a3500679a8602f65fed44fa141ed87cbf04f1c44b5d1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -18261,7 +18334,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -18270,8 +18343,8 @@ "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, + "summary": "These are two unrelated feature-request issues: one asks for Flash Attention 2 support on more architectures, the other asks for GGUF support on more architectures. They share a general theme of \u201cadding support,\u201d but not the same underlying change or bug.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -18281,7 +18354,7 @@ "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." + "reason": "Different feature areas and code paths: Flash Attention 2 vs GGUF support. Similar wording only; not the same change request." } ] }, @@ -18300,8 +18373,8 @@ "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": [ @@ -18340,184 +18413,184 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "7f67e80f1f936bda032cc63f2d496b587f28d39f5b24e82c8eb3c2da2bd6d6d5", + "prepared_review_unit_hash": "ea6b1a4960a136205d44a525ffe7f1b725d1745142db0f24edd6e7d1fcfeef99", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13520, - "estimated_input_tokens": 3380, - "estimated_eval_tokens": 7016 + "serialized_chars": 13522, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13520, - "estimated_input_tokens": 3380, - "estimated_eval_tokens": 7016 + "serialized_chars": 13522, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 }, "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.", + "summary": "This cluster is mostly a mix of separate i18n translation-request issues for different languages, not one true duplicate set. The only clear duplicates are the identical-title placeholder issues ([i18n-]...) and the identical Thai-title pair.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43834 is the best representative of the exact-title duplicate subgroup: it is the oldest of the repeated generic i18n template issues and matches two others verbatim.", "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_issue_reason": "No single issue cleanly represents the whole cluster because most items are language-specific requests; 43834 is only the best representative for the exact-title duplicate subgroup.", "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." + "reason": "Different target language request (Turkish vs generic placeholder); not the same underlying issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different target language/request: Turkish vs the generic placeholder translation issue." + "reason": "Different target language request (Turkish vs generic placeholder); not the same underlying issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Different target language/request: Turkish vs the generic placeholder translation issue." + "reason": "Turkish translation request is distinct from the generic placeholder issue template." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target language/request: Turkish vs Romanian." + "reason": "Different language-specific translation tasks (Turkish vs Romanian)." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages: Turkish vs Spanish." + "reason": "Different language-specific translation tasks (Turkish vs Spanish)." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Different target language/request: Spanish vs the generic placeholder translation issue." + "reason": "Spanish translation request is distinct from the generic placeholder issue template." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different target language/request: Spanish vs the generic placeholder translation issue." + "reason": "Different target language request (Spanish vs generic placeholder); not the same underlying issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different target languages: Spanish vs Romanian." + "reason": "Different language-specific translation tasks (Spanish vs Romanian)." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different target language/request: Spanish vs the generic placeholder translation issue." + "reason": "Different target language request (Spanish vs generic placeholder); not the same underlying issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request vs the generic placeholder translation issue; not the same concrete request." + "reason": "Romanian translation request is distinct from the generic placeholder issue template." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request vs the generic placeholder translation issue; not the same concrete request." + "reason": "Romanian translation request is distinct from the generic placeholder issue template." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request vs the generic placeholder translation issue; not the same concrete request." + "reason": "Romanian translation request is distinct from the generic placeholder issue template." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different translation requests/languages; Romanian vs Thai." + "reason": "Different language-specific translation tasks; Romanian vs Thai text." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different translation requests/languages; Romanian vs Thai." + "reason": "Different language-specific translation tasks; Romanian vs Thai text." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Near-identical placeholder-titled translation request; appears to be the same issue template duplicated." + "reason": "Identical title and same generic i18n translation-template issue; looks like a duplicate." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Near-identical placeholder-titled translation request; appears to be the same issue template duplicated." + "reason": "Identical title and same generic i18n translation-template issue; looks like a duplicate." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + "reason": "Generic placeholder translation issue vs a specific Thai-text issue; not the same underlying request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + "reason": "Generic placeholder translation issue vs a specific Thai-text issue; not the same underlying request." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Near-identical placeholder-titled translation request; same underlying issue template." + "reason": "Identical title and same generic i18n translation-template issue; looks like a duplicate." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + "reason": "Generic placeholder translation issue vs a specific Thai-text issue; not the same underlying request." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + "reason": "Generic placeholder translation issue vs a specific Thai-text issue; not the same underlying request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + "reason": "Generic placeholder translation issue vs a specific Thai-text issue; not the same underlying request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + "reason": "Generic placeholder translation issue vs a specific Thai-text issue; not the same underlying request." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact duplicate Thai translation request with the same title/content." + "reason": "Identical Thai title and very high similarity; looks like a duplicate." } ] }, "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." + "feedback": "The summary is well grounded in the packet: it correctly separates the language-specific translation requests from the exact duplicate generic-template issues and the identical Thai pair. The soft-edge verdicts are conservative and match the titles/similarity evidence. No mergeability concerns apply here since there are no PR pairs." }, "evaluator_used": true, "retried": false, @@ -18533,8 +18606,8 @@ "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": [ @@ -18598,268 +18671,268 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "b56a79f38bc304ed0fc8af7b743def2e2c23bd7ec5d1f5d73087b0b531696e0d", + "prepared_review_unit_hash": "64564cca933a13c9b955730734add96e0f0aacd9fa23ade17d82f249800c29d8", "component_budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 39, - "serialized_chars": 23779, - "estimated_input_tokens": 5945, - "estimated_eval_tokens": 12146 + "serialized_chars": 23783, + "estimated_input_tokens": 5946, + "estimated_eval_tokens": 12148 }, "budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 39, - "serialized_chars": 23779, - "estimated_input_tokens": 5945, - "estimated_eval_tokens": 12146 + "serialized_chars": 23783, + "estimated_input_tokens": 5946, + "estimated_eval_tokens": 12148 }, "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.", + "summary": "This cluster is not a true duplicate set; it groups many unrelated model-addition requests across text, audio, and vision. I found no pair that should be merged as the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": "No real canonical duplicate exists. If one issue must anchor the cluster, issue:43671 is the most centrally connected open request, but it is still only an audio-specific model support request.", "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_issue_reason": "issue:43671 is the least-bad representative because it is open and highly connected in the soft graph, but the cluster is too heterogeneous for it to truly represent all items.", "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." + "reason": "Different requested models (EuroBert config vs DEIMv2); same general theme, not the same change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS support are unrelated model requests." + "reason": "Text model config request vs Qwen3-TTS audio support; different code paths and modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config vs RF-DETR model target different architectures." + "reason": "EuroBert config and RF-DETR are unrelated model additions." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate model requests." + "reason": "RF-DETR and DEIMv2 are separate model requests with no shared concrete implementation target." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio are different model families and tasks." + "reason": "RF-DETR vision/detection request vs LFM2.5 Audio; different model families." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR vs OpenAI weight-sparse transformer are unrelated requests." + "reason": "RF-DETR and weight-sparse transformer are distinct architectures and would not merge into one fix." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR model and Qwen3-ASR support are different artifacts." + "reason": "RF-DETR detection support vs Qwen3-ASR audio support; unrelated underlying changes." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS support are unrelated model additions." + "reason": "RF-DETR and Qwen3-TTS are different model support requests with different implementation surfaces." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model support requests." + "reason": "NeoBERT addition and Qwen3-ASR support are separate model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the sparse-transformer request do not describe the same change." + "reason": "NeoBERT vs circuit-sparsity transformer request; different model families and code paths." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio are unrelated model requests." + "reason": "NeoBERT and LFM2.5 Audio are unrelated additions." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different models with no shared code-path issue." + "reason": "RF-DETR and NeoBERT are different models; no shared concrete bug or patch." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct model additions." + "reason": "NeoBERT and ModernVBERT are different model requests, not the same implementation." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are unrelated." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the sparse-transformer request are different changes." + "reason": "MiniCPM3 vs weight-sparse transformer request; not the same code change." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture vs ModernVBERT models are not the same request." + "reason": "MiniCPM3 architecture and ModernVBERT are separate model-addition tasks." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support target different model families." + "reason": "MiniCPM3 and Voxtral TTS are different model support requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS support are separate model requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are different artifacts." + "reason": "ModernVBERT models and Qwen3-ASR are different additions, not the same underlying fix." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated model additions." + "reason": "ModernVBERT and Qwen3-TTS do not share a concrete implementation target." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and BERT-like models with RoPE are not the same change." + "reason": "ModernVBERT models vs BERT-like models with RoPE: overlapping vocabulary, but different requested work." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + "reason": "BERT-like RoPE models and Voxtral TTS 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." + "reason": "A model-family request and a person-name issue are clearly not duplicates." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they are different model support changes." + "reason": "TTS support and ASR support are related only at a high level; they are distinct model integrations." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." + "reason": "Two different TTS/model-support requests; not enough evidence they are the same concrete change." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model additions." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and the sparse-transformer request do not match." + "reason": "Audio model support and weight-sparse transformer work are different implementation areas." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR support and LFM2.5 Audio are different audio model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio model requests, not the same model or patch." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and EUPE are different models and tasks." + "reason": "Audio ASR request vs EUPE model request; unrelated." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and OpenAI weight-sparse transformer are unrelated." + "reason": "ASR support and sparse transformer architecture are not the same change." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model-support issues." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio support and Granite SWA+sink are not the same underlying change." + "reason": "Audio model support and SWA+sink option for Granite are unrelated." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse transformer support and EUPE are different model additions." + "reason": "Weight-sparse transformer request and EUPE request are different model families." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio-model support requests." + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech models and likely distinct code paths." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT and Voxtral TTS are unrelated requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different model integrations." + "reason": "ASR support and DeepSeek-OCR2 are separate model additions." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both model requests, but they target different architectures and code paths." + "reason": "EUPE and TIPSv2 are different vision-language model requests." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and Mirko Privitera are not the same issue." + "reason": "ModernVBERT models and a name-only issue are not duplicates." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and Mirko Privitera are unrelated." + "reason": "Voxtral TTS support and a name-only issue are clearly unrelated." } ] }, @@ -18878,8 +18951,8 @@ "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": [ @@ -18889,7 +18962,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "79c11f443da1bf54759b1fc5e6a0cc6057088739f80700136de9b7cd703a3d6d", + "prepared_review_unit_hash": "63e1bee835748f7f790ea6d2802bcf251c0f635ed4590de6645733961c46dc87", "component_budget": { "node_count": 2, "item_count": 2, @@ -18911,18 +18984,18 @@ "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.", + "summary": "These issues are unrelated: one asks for a docs entry for Pruna as an optimization framework, while the other is a vision RoPE refactor. No duplicate or same-change signal is present.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue 46443 is the more concrete technical work item; 38740 is a separate documentation/request issue.", "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_issue_reason": "46443 is the strongest standalone issue here because it describes a specific code refactor rather than a docs-only request.", "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." + "reason": "Different subjects and scopes: a docs request about Pruna versus a vision RoPE refactor. No shared filenames, targets, or concrete code-path overlap." } ] }, @@ -18941,8 +19014,8 @@ "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": [ @@ -18952,7 +19025,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "1b53cd09dcf797e7ee5a6f529e8f86974877fb8c8d2801e4814e2f9fb3fb2411", + "prepared_review_unit_hash": "7550e5adbeeb4087aac7ee8c21e6ce2f3ebcf587fcd9f613c2f9723b990167c9", "component_budget": { "node_count": 2, "item_count": 2, @@ -18974,18 +19047,18 @@ "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.", + "summary": "These two issues are not duplicates: one is about Set Block Decoding, while the other is a feature/support request for DeepSeek v3.2. They describe different problem spaces and there is no shared target or code-path evidence tying them together.", + "confidence": 0.96, + "canonical_issue_reason": null, "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_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41084 (Set Block Decoding)", - "right": "issue:43037 (DeepSeek v3.2 support)", + "left": "issue:41084", + "right": "issue:43037", "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." + "reason": "Different underlying requests: decoding behavior vs model support. No shared files, targets, or concrete bug path indicate the same issue." } ] }, @@ -19004,8 +19077,8 @@ "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": [ @@ -19015,40 +19088,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "acf0107799ec852a18843327aec642363fd8ff79aa2897839928f4a7523026b6", + "prepared_review_unit_hash": "e437f74a82faca43ed388d78b020344b9246700cd50dcc8a29830caeb3dab043", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "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.", + "summary": "The two issues are about different feature requests in different code paths: FLCE/TiledFusedLogitsLoss integration in `from_pretrained()` vs. adding TiledMLP to reduce memory footprint. They do not look like 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_issue_reason": "No single canonical issue: #41306 is about exposing a FLCE flag in `from_pretrained()`, while #41826 requests integrating TiledMLP for memory savings.", "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_issue_reason": "#41306 is the more concrete and narrowly scoped issue, but it is not a duplicate of #41826.", "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." + "reason": "Different requested changes and different underlying behavior; they share only a broad model-optimization theme." } ] }, @@ -19067,8 +19140,8 @@ "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": [ @@ -19078,7 +19151,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "094d22069b73bb3a70878d70abbc406194be2d9cead9185c4d0a901fdb3790c9", + "prepared_review_unit_hash": "2404b8db73da4af4e0672c0fb4c0f60c6d4fd7aa781fdbc4c9b21c19f0ac6948", "component_budget": { "node_count": 2, "item_count": 2, @@ -19100,18 +19173,18 @@ "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.", + "summary": "These two issues are thematically related to custom trainers, but they describe different problems in different code paths: one about `remove_unused_column` behavior in `Trainer`, the other about FLOPS estimation for custom trainers. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "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_issue_reason": "issue:43598 is the broader, more central customization discussion around `Trainer`, so it is the better representative issue for this cluster, even though it is not a duplicate of the other item.", "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." + "reason": "Different underlying bug reports: one concerns `remove_unused_column` customization, the other concerns FLOPS counting for custom trainers. Shared theme is too broad to treat as the same issue." } ] }, @@ -19130,8 +19203,8 @@ "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": [ @@ -19141,12 +19214,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "2bf0b5017eb10d68076ee531b9232c77a4d15874639654213a9ad3f2c68ae829", + "prepared_review_unit_hash": "65f4df19137e69d97e472cf3512173b6cd0ef63f06928c7fa9d9938d3f5a8103", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -19154,7 +19227,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -19163,18 +19236,18 @@ "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.", + "summary": "These are related only at a very broad Hugging Face/model-registration level, but they are not the same underlying request: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config).", + "confidence": 0.94, + "canonical_issue_reason": "No canonical duplicate candidate: the issues target different model families and different APIs/tasks, so they should not be merged as one bug/feature 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_issue_reason": "issue:43684 is the broader infrastructure-style request and is the more general representative of the cluster, but it still does not subsume the Qwen3.5 sequence-classification request.", "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." + "reason": "Different model/config targets and different capabilities (general AutoModel registration vs sequence-classification support); too distinct to be duplicates." } ] }, @@ -19193,8 +19266,8 @@ "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": [ @@ -19211,80 +19284,80 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "38673777ab7da605a5f5847fce165b703da92f1f0dc54728993a656002d7dc9d", + "prepared_review_unit_hash": "4da93b8730a794dae641fef1e43eec2be0fa30d29acfaef57e6870aca1dea854", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4259, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4259, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "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.", + "summary": "\"Fett\" is unrelated. The three \"huggingface \" issues form a likely cluster, and 43845 is the best representative by earliest timestamp, but the packet does not provide enough body or target detail to confidently accept any pair as confirmed duplicates.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface \" reports and is a reasonable anchor for that cluster.", "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_issue_reason": "issue:43845 is the best global issue choice because it is the earliest repeated-title report and the most natural representative for the similar trio.", "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." + "reason": "Different titles and no body or target evidence tying \"Fett\" to the \"huggingface \" report; treat as unrelated." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared issue details indicating a duplicate." + "reason": "Different titles with no supporting issue-target or body evidence; no basis to call these duplicates." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "\"Fett\" does not appear to match the huggingface report cluster." + "reason": "The title is unrelated and the packet exposes no shared details beyond generic similarity." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same title, same apparent report, and no evidence of distinct underlying bugs." + "accept": false, + "reason": "They have the same title, but the packet only shows soft similarity plus sparse metadata; that is not enough to confirm the same underlying issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same near-identical issue title and likely the same duplicate report." + "accept": false, + "reason": "Same repeated title, but the available evidence is limited to metadata and soft similarity, so a duplicate call would be too strong." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same title and no distinguishing evidence; these look like duplicates of the same issue." + "accept": false, + "reason": "Same title and similar timestamps/body lengths, but the packet lacks body content or explicit links to prove they are the same report." } ] }, "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." + "accept": false, + "feedback": "The unrelated 'Fett' issue is fine, but the duplicate calls among 43845/43846/43859 are overstated. The packet only shows identical titles, creation times, body lengths, and soft_similarity; it does not expose body content or other metadata supporting claims like 'closely matching minimal content' or 'very similar metadata.' The canonical-choice reasoning is plausible, but the accepted soft-edge verdicts are not conservative enough for the evidence provided." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -19296,8 +19369,8 @@ "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": [ @@ -19318,88 +19391,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "8f0e1ffbd5ca5de4a2eb185b327b068586edd9430830cb565f9a21bea0b9af3a", + "prepared_review_unit_hash": "e8625bddb44c1026b16ea9e012feb9983571f3a81381a64b67ee07a27c889ea8", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster 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.", + "summary": "This cluster appears to be a collection of low-information/spam or generic issues rather than a coherent duplicate set. There is no reliable evidence that any pair shares the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Identical spam-like titles do not establish a shared underlying bug or change, and there is no descriptive content to confirm duplication." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same as above: this is only repeated spam text, not a shared technical problem." + "reason": "Both look like spam placeholders, but that is not enough to treat them as the same issue in a duplicate-triage sense." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "A '' placeholder and a documentation enhancement suggestion are unrelated." + "reason": "A spam placeholder and a generic documentation suggestion are not the same concrete issue." }, { "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." + "reason": "The titles are unrelated; there is no indication of the same bug or change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation feedback does not match a spam placeholder issue." + "reason": "Generic documentation request versus spam placeholder; no common underlying problem is evident." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation feedback does not match a spam placeholder issue." + "reason": "Generic documentation request versus spam placeholder; insufficient evidence of duplication." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Two identical spam placeholders still do not establish a shared bug/change worth deduplicating." + "reason": "Even though the titles match, they are spam-like and lack evidence of a shared substantive bug or change." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "These titles point to unrelated spam/noise, not the same code-path issue." + "reason": "Spam placeholder and a named-topic issue are unrelated." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "These titles point to unrelated spam/noise, not the same code-path issue." + "reason": "Spam placeholder and a named-topic issue are unrelated." } ] }, @@ -19418,8 +19491,8 @@ "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": [ @@ -19429,12 +19502,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "4a239c493b965c762d4904f1a9540cd602ee7502a1c68072abded4da0961da55", + "prepared_review_unit_hash": "8e452e4b503f5fd9245aa313277978419aee0f7bd0f31952eb918e8a6af90942", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -19442,7 +19515,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -19451,27 +19524,27 @@ "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.", + "summary": "These two closed issues appear to be duplicates of the same report: identical titles, very similar body sizes, and high textual similarity with no divergent targets or filenames.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and has an inbound reference, making it the more likely original report.", "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_issue_reason": "#45145 is the strongest issue candidate overall: it is effectively the same report as #45151 and is the earlier, referenced instance.", "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." + "reason": "Same exact title and highly similar content; no evidence of distinct scope, so they look like duplicate reports of the same issue." } ] }, "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." + "accept": true, + "feedback": "The summary is well grounded in the packet: the issues have identical titles, close body lengths, and only soft-similarity evidence, so the duplicate/canonical-issue conclusion is conservative. The earlier issue with an inbound reference is a reasonable canonical choice." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19538,8 +19611,8 @@ "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": [ @@ -19549,12 +19622,12 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "76cb5a9522b2cbfaaf1b8d1278f9dad8786e8e3635cb1d26626c6b55f8e027a2", + "prepared_review_unit_hash": "0401d057fc7bc9ed8946f95de9bcb4b494426f64d6a617b6c61bb95ffc586ccc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1672, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -19562,7 +19635,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1672, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -19571,18 +19644,18 @@ "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.", + "summary": "These are two separate 4-bit inference bugs, not duplicates: one is a Gemma4 audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules removes the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.95, + "canonical_issue_reason": null, "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_issue_reason": "Issue 45674 is the better representative issue because it describes a clearer, more general BitsAndBytesConfig regression with an explicit failing mechanism and broader applicability.", "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." + "reason": "Different underlying bugs and code paths: Gemma4 audio uint8 torch.finfo() failure vs BitsAndBytesConfig skip_modules/lm_head exclusion assertion. Shared 4-bit inference context is too broad to merge." } ] }, @@ -19601,8 +19674,8 @@ "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": [ @@ -19612,30 +19685,30 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "1b8a56dd431c068f983af271cdf193a45766660aae552f7b99e9f705d1ccb9ff", + "prepared_review_unit_hash": "3439a0860596780fb97933a270a9841b2f099a217796e514a66320d7d879e5aa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: they only share a loose name/date pattern and contain no substantive problem description or common target.", - "confidence": 0.96, + "summary": "These are not duplicate bug reports; they look like two unrelated closed issues with only personal-name/date titles and no problem description.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -19645,7 +19718,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different named individuals and birth dates; no evidence they refer to the same underlying issue." + "reason": "Different named entities and dates, with no shared bug description, code area, or explicit linkage; they do not appear to describe the same underlying issue." } ] }, @@ -19664,8 +19737,8 @@ "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": [ @@ -19675,7 +19748,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "ede9666854194879b3821d520e4cf1e9d220c175dd10af52863bf5342066e02a", + "prepared_review_unit_hash": "c6186f0ba496691b19be257d5d8e72dd330928fcea03a61c5e0c4fb9143b7de5", "component_budget": { "node_count": 2, "item_count": 2, @@ -19697,18 +19770,18 @@ "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.", + "summary": "Both items are empty closed issues with unrelated personal-name titles and no bodies, links, or technical context. They do not appear to describe the same bug or request, so this cluster should not be merged as duplicates.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No clear canonical issue: both are content-free closed issues with different names/dates and no shared technical subject.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good representative of a real defect or enhancement; if forced, issue 45764 is only marginally simpler, but there is no substantive basis to prefer it.", "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." + "reason": "These are just two different empty issues with different personal-name titles and no evidence of the same underlying bug or change." } ] }, @@ -19727,8 +19800,8 @@ "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": [ @@ -19738,12 +19811,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "8cca65b5ed566b89ce722ce8ea878f62135c78a8ce6dd1efd36317773585a3bf", + "prepared_review_unit_hash": "79a11ec3e4ab7deeb2d9692e26ee4076da3984cc52ef95be31794668bdf9bacf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -19751,7 +19824,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -19760,18 +19833,18 @@ "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.", + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They do not describe the same underlying bug or feature and should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45810 is a concrete feature request for a specific model class addition and is more narrowly scoped than the FP8 training support request.", "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_issue_reason": "#45810 is the clearer, more specific issue with an explicit target and narrowly defined change request; #46295 is broader and more infrastructure-oriented.", "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." + "reason": "Different requests in different areas: model-class support vs training precision support. No shared code-path or concrete same-change evidence." } ] }, @@ -19790,8 +19863,8 @@ "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": [ @@ -19811,12 +19884,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "d538d0459e3df4f7e6abab58e2298cebdce67b856c6c626f87e0e1381c8ca313", + "prepared_review_unit_hash": "d281f5d1d87f51b0a04abb1b307bfe2a3c7ffb01f8aabaa75c4c4f7a4c59253e", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19824,7 +19897,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19833,66 +19906,66 @@ "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.", + "summary": "Two exact duplicate issue pairs are present, but the cluster also contains a separate dataset-sales request that is not the same topic.", + "confidence": 0.93, + "canonical_issue_reason": "45872 is the strongest single representative: it is the most specific standalone request, while 45873 is an exact duplicate and 45869/45870/45871 are different or more generic topics.", "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_issue_reason": "45872 is the best issue to keep as the representative because it is concrete and self-contained, and its only close match (45873) is an exact duplicate.", "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." + "reason": "Different underlying requests: a financial dataset bundle versus an example about time-series prediction." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Dataset bundle promotion is unrelated to the DataForge example issue." + "reason": "Different underlying requests: a financial dataset bundle versus an example about time-series prediction." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Identical title and matching body length; this looks like the same example issue duplicated." + "reason": "Same title and same example request; these are duplicates." }, { "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." + "reason": "Related financial/data theme, but one is an example and the other is a scraping-service/time-series request; not the same issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same broad topic, but different concrete ask: example vs financial time series + scraping service." + "reason": "Related financial/data theme, but one is an example and the other is a scraping-service/time-series request; not the same issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "These are different issue requests despite surface-level financial DataForge overlap." + "reason": "Related financial/data theme, but one is an example and the other is a scraping-service/time-series request; not the same issue." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "These are different issue requests despite surface-level financial DataForge overlap." + "reason": "Related financial/data theme, but one is an example and the other is a scraping-service/time-series request; not the same issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Identical title and matching body length; this is the same issue duplicated." + "reason": "Same title and same scraping-service/time-series request; these are duplicates." } ] }, "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." + "feedback": "The cluster summary is grounded in the packet: 45870/45871 and 45872/45873 are clearly duplicate pairs, while 45869 is a separate dataset-bundle request. The soft-edge judgments are conservative overall, and the accepted pairs are well-supported by identical titles/body sizes." }, "evaluator_used": true, "retried": false, @@ -19908,8 +19981,8 @@ "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": [ @@ -19919,7 +19992,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "85a5a947f7123f3fe1bbbeb9cf91a9dbf2581399beabbe166a57fd1914b8ff7a", + "prepared_review_unit_hash": "a4df96e09fb6fe477abaa79739c499ef5f0b681eec343f39c0acf8cfb7ff0a23", "component_budget": { "node_count": 2, "item_count": 2, @@ -19941,18 +20014,18 @@ "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.", + "summary": "Both issues point at `cache_implementation=\"static\"` and `linear_attention`, but they describe different observed failures: one is a shape corruption/runtime error during early initialization, the other is a `KeyError` in Qwen3.5. They look related, but not conclusively the same duplicate.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 46439 is the better canonical report because it states the likely root cause more directly (`early_initialization` corrupting linear-attention shapes) and is less model-specific than the Qwen3.5 crash report.", "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_issue_reason": "Issue 46439 is the strongest representative for the cluster: it names the subsystem, the trigger, and the failure mode in a way that can guide a fix.", "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." + "reason": "Related, but not the same concrete bug: 46439 reports shape corruption/`RuntimeError` from early initialization, while 46441 reports a `KeyError: 'linear_attention'` in Qwen3.5. Same area, different symptom and likely different failure path." } ] }, @@ -19971,8 +20044,8 @@ "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": [ @@ -19982,12 +20055,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "b909c9c405b294d1b67beebaf07f5ba82a522a1aa934f692628f203ba0ac0671", + "prepared_review_unit_hash": "7d3dc1c7cd2fcda11f88421a1ddb1399a3800be8b7aa61459284dc06071f6044", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -19995,7 +20068,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -20004,24 +20077,24 @@ "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.", + "summary": "These are duplicate issue reports with identical titles and bodies about Wav2Vec2CTCTokenizer v5 incorrectly treating the word delimiter as a special token. The open issue is the better canonical 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_issue_reason": "Issue #46552 is open and identical to #46551, so it is the best place to keep the active report.", "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_issue_reason": "#46552 is the clearest canonical issue because it is the same report but still open and has inbound references.", "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." + "reason": "Same title, same body, same underlying bug report; this is a straight duplicate." } ] }, "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." + "feedback": "The conclusion is grounded in the packet: the issues share the same title, have identical body length, and the pair has jaccard 1.0 soft-similarity support. Choosing the open issue #46552 as the canonical target is conservative and justified by its open state and inbound references. No overstatement or mergeability issue here." }, "evaluator_used": true, "retried": false, @@ -20037,8 +20110,8 @@ "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": [ @@ -20048,7 +20121,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "fe94b5201446b82a1b5d8b7bc3d546eafb0334382f6688667f9ef859043fadfd", + "prepared_review_unit_hash": "1c957cb6a9afaf44e0c8f90575fcea2280ec450ad633709bfa352348d55c9e2a", "component_budget": { "node_count": 2, "item_count": 2, @@ -20070,18 +20143,18 @@ "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.", + "summary": "These two issues are not duplicates: one reports a tensor-size mismatch during object-detection training, while the other reports an out-of-memory failure after several epochs in RT-DETR v2. They point to different failure modes and likely different code paths.", + "confidence": 0.95, + "canonical_issue_reason": null, "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_issue_reason": "Issue 46657 is the more concrete, broadly phrased bug report, but it should not be treated as a duplicate of 46692.", "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." + "reason": "The symptoms are materially different: tensor shape mismatch versus OOM after epochs. They are not the same underlying bug." } ] }, @@ -20143,160 +20216,214 @@ "pull_request:44827|pull_request:45655", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "d7ea404f72914203259bf747446831107d06659f7d913f68859429c9fa831da4", + "prepared_review_unit_hash": "7753f761b794e4f756cef703d5e757bcb88274110d52d6135d7d4ae20e3624a7", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40208, - "estimated_input_tokens": 10052, - "estimated_eval_tokens": 20360 + "serialized_chars": 40209, + "estimated_input_tokens": 10053, + "estimated_eval_tokens": 20362 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40208, - "estimated_input_tokens": 10052, - "estimated_eval_tokens": 20360 + "serialized_chars": 40209, + "estimated_input_tokens": 10053, + "estimated_eval_tokens": 20362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft-edge pair is a true duplicate: the two `fixed_cross_entropy` patches for issue 43240. All other pairs are broad-subsystem or unrelated changes and should stay separate.", - "confidence": 0.97, + "summary": "This cluster is mostly unrelated PRs across docs, model additions, refactors, and tests. The only strong duplicate-like pair is the two `fixed_cross_entropy` changes, which target the same helper and the same issue. Everything else looks like separate workstreams and should stay separate.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:43251` is the better canonical PR: it explicitly targets issue 43240 and cleanly forwards the added `weight` and `label_smoothing` arguments into `nn.functional.cross_entropy`.", + "canonical_pr_reason": "PR #43251 is the stronger representative for the `fixed_cross_entropy` fix: it explicitly targets issue 43240, updates the helper to forward supported kwargs into `nn.functional.cross_entropy`, and reads like the more complete issue-driven patch.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43251` is also the best overall PR here because it is the clearest, issue-linked implementation of the same `fixed_cross_entropy` fix.", + "best_pr_reason": "PR #43251 is the best overall PR in the cluster because it has a clear issue target, a narrowly scoped code-path fix, and the same functionality as its near-duplicate counterpart.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: VideoPrism model addition vs. Executorch dynamic-shape export test." + "reason": "Unrelated PRs: VideoPrism model addition vs. an executorch dynamic-shape test. Same broad area of framework code, but not the same bug or change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different changes: Mistral tokenizer method additions vs. a new MobileLLM model implementation." + "reason": "Mistral tokenizer method additions vs. adding a new MobileLLM model. Different code paths and goals." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API patch and Executorch export test are not the same underlying bug/change." + "reason": "Tokenizer API fix vs. executorch export test; no shared underlying bug or implementation." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-pretrained robustness fixes are unrelated to adding MobileLLM." + "reason": "Processor auto-detection robustness vs. new model implementation. Related only at a very high level, not a duplicate change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix and MobileLLM model addition are unrelated." + "reason": "Cross-entropy helper fix and new MobileLLM model are entirely unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different code paths: loss utility fix vs. Mistral4 test/model cleanup." + "reason": "Loss helper kwargs fix vs. Mistral4 test/model updates; different subsystems and problems." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test and Mistral4 test/model changes do not share the same concrete fix." + "reason": "Executorch dynamic-shape test vs. Mistral4 test fixes; both are tests, but they address different behaviors and code paths." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export test is unrelated to MobileLLM model scaffolding." + "reason": "Executorch export test vs. MobileLLM model addition; not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model implementation vs. config-resolution order fix; no shared underlying bug." + "reason": "New model addition vs. config-resolution ordering fix. No shared concrete bug." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition and Falcon output-interface refactor are different changes." + "reason": "New model implementation vs. Falcon output-collection refactor; different targets." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill PR are unrelated." + "reason": "Falcon model refactor vs. model-creation skill repository changes. Not the same artifact type or bug." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Different targets: Falcon output collection refactor vs. Mistral4 test fixes." + "reason": "Falcon standardized-output refactor and Mistral4 test fixes are unrelated model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model work is not the same as the `layrnorm` renaming fix." + "reason": "Mistral4 test/model changes vs. a CLIP-like weight-renaming fix. Different models and different failure modes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 work vs. model-creation skill scaffolding. No common code-path bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests vs. config resolution ordering in `modeling_utils.py`; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests vs. adding a TDT loss kernel. Different features and code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes vs. chat response parsing update; no shared underlying issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46744", + "accept": false, + "reason": "Mistral4 work vs. Apple Silicon docs update; documentation and model tests are not duplicates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test/model updates vs. TDT loss kernel integration; different concerns." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 work vs. model-creation skill scaffolding; not mergeable as one fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model vs. repository skill files and scaffolding; not the same code-path problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4-specific changes vs. generic config-resolution ordering fix; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes and chat parsing updates are unrelated changes." + "reason": "Mistral4 tests vs. chat parsing/serve update; unrelated areas." }, { "left": "pull_request:44827", "right": "pull_request:46744", "accept": false, - "reason": "Mistral4 test/model work and MPS docs update are unrelated." + "reason": "Mistral4 test fixes vs. docs about safetensors on MPS; different artifact types and purposes." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes do not address the TDT loss kernel integration." + "reason": "Mistral4 changes vs. TDT loss kernel addition; not the same underlying bug or feature." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Shared auto-modeling file aside, one is a model add/test PR and the other is a meta skill PR; not the same change." + "reason": "Mistral4 tests vs. model-creation skill content; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New MobileLLM model PR is unrelated to the model-creation skill meta PR." + "reason": "MobileLLM model addition vs. skill/documentation scaffolding; not duplicates." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 work and `cls.config` resolution ordering fix are unrelated." + "reason": "Mistral4 work vs. `cls.config` resolution fix; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both patches fix the same `fixed_cross_entropy` function to accept and forward the same extra cross-entropy kwargs for issue 43240; they are mergeable into one PR." + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to extend `fixed_cross_entropy` with the same concrete extra arguments and the same cross-entropy forwarding fix for issue 43240; these are effectively alternative implementations of the same bug fix and could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The evaluation is grounded in the packet: `pull_request:43251` and `pull_request:43254` both patch the same `fixed_cross_entropy` function in the same file, target the same issue 43240, and are plausibly mergeable into one bugfix PR. The remaining pairs are conservatively marked unrelated or broad-subsystem similarities without overstating evidence." + "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cross-entropy PR pair as the only same-bugfix, mergeable overlap, and the rest as unrelated workstreams. No soft-edge verdict overstates the evidence." }, "evaluator_used": true, "retried": false, @@ -20323,12 +20450,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "1f3d860cf525ce043a2580e31a34089569f6fed7d56f80b2f4752ae35ab3131a", + "prepared_review_unit_hash": "0d43f761740280806d03171483cb30174cf8dc0b008a69ddc8fa11c7b0e9f92f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7223, + "serialized_chars": 7224, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -20336,7 +20463,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7223, + "serialized_chars": 7224, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -20345,18 +20472,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related VibeVoice PRs appear to target adjacent features, but they are not duplicates: one is the base VibeVoice implementation, the other adds VibeVoice Realtime and related tokenizer/auto-mapping updates.", - "confidence": 0.89, + "summary": "These are related VibeVoice PRs, but they are not duplicates: one is the base integration and the other is a separate realtime extension with additional tokenizer/feature-extractor work.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the better canonical representative because it is the original non-draft VibeVoice implementation with the broad core model/docs integration; PR 42781 is a later, draft extension for realtime functionality rather than the same change.", + "canonical_pr_reason": "PR 40546 is the cleaner canonical PR for the cluster because it is the mature base VibeVoice implementation with substantial review activity; PR 42781 is a later draft focused on a separate realtime variant.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the strongest single PR to anchor the cluster since it introduces the core VibeVoice support and has substantial review activity, while 42781 is an add-on feature built on top of that codepath.", + "best_pr_reason": "PR 40546 is the best representative of the cluster: it covers the main VibeVoice integration, while PR 42781 appears to be an incremental realtime follow-up rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They share many VibeVoice files, but the scopes differ: 40546 implements core VibeVoice support, while 42781 adds realtime-specific behavior plus an acoustic tokenizer. This is related work, not the same concrete bug/change, and they would not plausibly be merged as one duplicate PR." + "reason": "Reject: same model family, but different scope. 40546 implements VibeVoice, while 42781 adds VibeVoice Realtime plus acoustic-tokenizer/feature-extraction and generation changes, so they are not the same concrete code-path fix and would not be merged as one PR." } ] }, @@ -20386,7 +20513,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "5b9b771844f0817fdc9c2a73e6ee58c73d22d2be64cefb603e7b3fff4e123fba", + "prepared_review_unit_hash": "7411d3c06d427f9cd4c2718853b7c7f151900213713bfb4cc5060bd2cb2979b8", "component_budget": { "node_count": 2, "item_count": 2, @@ -20408,18 +20535,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate-based forecasting, the other adds DINOv3 image classification support. They do not look like the same bug or change, so this is not a duplicate cluster.", + "summary": "These two pull requests are unrelated: one adds covariate-based forecasting for TimesFM, while the other adds image-classification support for DINOv3 ViT. They do not describe the same underlying bug or change.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models, different code paths, and different features.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single best PR for this cluster because the artifacts are unrelated; neither can represent the other.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different codepaths: TimesFM forecasting with covariates versus DINOv3 image classification support. They are not the same underlying change." + "reason": "TimesFM covariate forecasting and DINOv3 image-classification support are distinct feature additions with no shared code-path or mergeable common fix." } ] }, @@ -20512,12 +20639,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "0d9b4e36da2d7114330838bc21e15943990b5af73340192c3e8afc90cf9004df", + "prepared_review_unit_hash": "40d4d5c876d51176c1ba39441e36f42ba097a61efe61e5a2b014f367f0ffb84a", "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 }, @@ -20525,7 +20652,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -20534,18 +20661,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two workflow-maintenance PRs with overlapping filenames, but they target different action upgrades and different compatibility goals; they should not be treated as duplicates.", - "confidence": 0.93, + "summary": "These are related maintenance PRs updating GitHub Actions dependencies, but they address different action families and different upgrade goals, so they are not duplicates of the same concrete change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42976 is the broader umbrella change: it updates workflow actions across several files to newer releases, so it better represents the cluster\u2019s general theme than the more specific Node 24 compatibility PR.", + "canonical_pr_reason": "No canonical PR: the two pull requests target different dependency sets and purposes, so there is no single merged change to preserve as the canonical duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR 42976 is the best representative artifact for this cluster because its scope is wider and its title aligns with the shared maintenance category, even though it is not a duplicate of PR 42975.", + "best_pr_reason": "PR 42975 is the better representative of the cluster because it has a specific compatibility-driven scope (Node 24 compatibility) and a coherent set of workflow action bumps.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Not the same underlying change. PR 42975 is about upgrading JS-based GitHub Actions for Node 24 compatibility (checkout/cache/upload-artifact), while PR 42976 updates a different set of actions, especially docker/build-push-action, to latest versions. Shared workflow filenames alone are not enough to merge them as duplicates." + "reason": "Both are broad workflow dependency upgrades, but 42975 focuses on checkout/cache/upload-artifact for Node 24 compatibility while 42976 updates docker/build-push-action and other latest-version pins. They do not fix the same concrete code-path problem and would not naturally merge into one PR." } ] }, @@ -20591,7 +20718,7 @@ "pull_request:45490|pull_request:46705", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "b600377d73e2d71b5b788a8ccd82c07fae5fbd6fea581c043c6b31671419cda6", + "prepared_review_unit_hash": "a4619220c593bce4e2b43c5db2391961ecf61f6421271ec8071429f606a1a8c9", "component_budget": { "node_count": 7, "item_count": 7, @@ -20613,84 +20740,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous model-addition PRs plus one infrastructure PR; the only true duplicate-looking pair is the Step 3.7 Flash work (46562 and 46658).", - "confidence": 0.96, + "summary": "This set is mostly unrelated model-addition PRs grouped by superficial similarity. The only soft edge that looks like the same underlying change is the Step 3.7 Flash pair; the rest are different models or a generic distributed-config change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46562 is the better canonical representative: it is the more complete Step 3.7 Flash model addition, while 46658 is clearly a WIP conversion/scripting branch of the same model work.", + "canonical_pr_reason": "PR 46562 is the cleaner representative for the only true duplicate-like pair: it is the main Step 3.7 Flash model-addition PR, while 46658 is a WIP companion focused on build/compare scripts around the same model.", "best_issue_reason": null, - "best_pr_reason": "PR 46562 is the best overall PR candidate in this set because it is the most mature version of the only duplicate pair and has the clearest end-to-end model integration.", + "best_pr_reason": "PR 46562 is the best global representative because it is the most complete and central Step 3.7 Flash implementation; the other PRs are for different models or a different infrastructure feature.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); same broad documentation/AutoModel plumbing is incidental, not the same underlying change." + "reason": "Different models: ViT NEPA vs Molmo. Similar repo-level scaffolding, but not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo2); shared auto/docs files do not indicate one concrete bug or change." + "reason": "Different models: ViT NEPA vs Molmo2. Shared auto/docs plumbing is incidental." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families (ViT NEPA vs CTSM); only broad registration/docs overlap." + "reason": "Different domains and models: 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; unrelated changes." + "reason": "Model addition vs distributed configuration infrastructure; unrelated change sets." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by naming but are distinct model additions with different files and implementation scope." + "reason": "Molmo and Molmo2 are related names, but these are distinct model integrations with different codepaths and files." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model integrations; overlap is only in generic registry/docs files." + "reason": "Different model families: multimodal Molmo vs CTSM time-series model." }, { "left": "pull_request:43448", "right": "pull_request:46705", "accept": false, - "reason": "Model addition vs distributed configuration feature; not the same code-path problem." + "reason": "Model integration PR vs distributed config feature; not the same bug or change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model additions; shared framework wiring is too broad to merge as duplicates." + "reason": "Different model families and implementation targets: Molmo2 vs CTSM." }, { "left": "pull_request:43451", "right": "pull_request:46705", "accept": false, - "reason": "Molmo2 model integration is unrelated to distributed config work." + "reason": "Molmo2 model addition and distributed config are unrelated." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash are distinct models; shared auto-mapping/docs changes are not enough to treat them as duplicates." + "reason": "Different models and subsystems: CTSM time-series model vs Step 3.7 Flash multimodal model." }, { "left": "pull_request:45490", "right": "pull_request:46705", "accept": false, - "reason": "CTSM model addition vs distributed config infrastructure; different underlying change." + "reason": "CTSM model addition is unrelated to distributed configuration changes." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": true, - "reason": "Both are Step 3.7 Flash implementation PRs, overlap on the same model package and auto-mapping, and 46658 appears to be a WIP variant of the same concrete code-path change." + "reason": "Both PRs target the same Step 3.7 Flash model integration; 46658's scripts and mini-model artifacts are auxiliary to the same implementation and could plausibly be merged into one PR." } ] }, @@ -20743,136 +20870,136 @@ "pull_request:46579|pull_request:46719", "pull_request:43665|pull_request:46719" ], - "prepared_review_unit_hash": "25a020015b20d3437e991fdec818080f9a44ffc78c81bec84990e7e65b7bf973", + "prepared_review_unit_hash": "43ab4bbff05386f723f5d3e604b47bb1c01e8a6e7d9ae9424dd3cc7f7c453471", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 17, - "serialized_chars": 26393, - "estimated_input_tokens": 6599, - "estimated_eval_tokens": 13454 + "serialized_chars": 26390, + "estimated_input_tokens": 6598, + "estimated_eval_tokens": 13452 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 17, - "serialized_chars": 26393, - "estimated_input_tokens": 6599, - "estimated_eval_tokens": 13454 + "serialized_chars": 26390, + "estimated_input_tokens": 6598, + "estimated_eval_tokens": 13452 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is highly heterogeneous: Whisper decoding/tests, FP8 dequant/loading, generation validation, CI/workflow fixes, docs typos, and sparse-attention code changes. The soft links are mostly generic title similarity, not shared bugs or mergeable duplicate PRs.", - "confidence": 0.97, + "summary": "These PRs are only loosely related by generic 'fix' wording and occasional shared subsystems; they do not look like duplicates of the same underlying change. No soft-edge pair should be merged.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46579 is the most coherent and broadly representative code fix in the set, with the clearest technical scope and the strongest hub-like overlap with several other generic-fix PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 46579 is the most connected and broadest code-fix node in the cluster, so it is the best representative if one must be chosen, but the set is too mixed for a real duplicate anchor.", + "best_pr_reason": "PR 46579 is the best overall anchor if one must pick a representative PR from this heterogeneous cluster: it is a substantial, self-contained cleanup across core code paths rather than a narrow test/docs or infrastructure tweak.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test fix vs CLIP/ViT test stubs; different models and code paths." + "reason": "Whisper tokenizer decoding fix vs unrelated CLIP/ViT test assertions; different model and different bug class." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode batching vs FP8 dequant/loading logic; unrelated bugs." + "reason": "Whisper decode-path change vs FP8 dequant/model-loading fix; no shared concrete code-path problem." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Both mention Whisper, but one fixes tokenizer decode behavior while the other changes generation validation and tests." + "reason": "Whisper tokenizer logic vs generation config watermarking validation; unrelated functionality." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compat alias for tie_weights vs broad typo cleanup; no shared underlying change." + "reason": "Backward-compat alias for tie_weights vs broad typo cleanup; same broad theme of code maintenance, but not the same fix." }, { "left": "pull_request:43498", "right": "pull_request:46719", "accept": false, - "reason": "Tie-weights deprecation shim is unrelated to sparse-attention/minimax fixes." + "reason": "Backward-compat tie-weights shim vs sparse-attention/Minimax fix; different code paths and problems." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Injected test failures in CLIP/ViT are unrelated to Phimoe CI memory/workflow changes." + "reason": "Intentionally broken test assertions in CLIP/ViT vs Phimoe CI/runtime memory handling; unrelated changes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Fake test edits vs FP8 dequant fix; different artifact and bug domains." + "reason": "Injected failing tests vs FP8 dequant fix; not the same underlying bug or change." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Artificial test edits are not the same as generation/config validation changes." + "reason": "Injected failing tests vs generation config validation fix; unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Test placeholder changes vs typo cleanup; unrelated." + "reason": "Injected failing tests vs code-typo cleanup; no shared bug fix." }, { "left": "pull_request:43665", "right": "pull_request:46719", "accept": false, - "reason": "CLIP/ViT test stubs do not match sparse-attention/minimax code changes." + "reason": "Injected failing tests vs attention/kernel/model fix; unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 kernel/loading fix vs Phimoe integration CI workaround; unrelated." + "reason": "FP8 dequant/loading logic vs CI instance-sharing memory limit/test harness changes; different scope." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different code paths: FP8 dequant/loading versus generation watermarking/Whisper validation." + "reason": "FP8 dequant fix vs generation watermarking config validation; unrelated code paths." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "FP8 dequant fix is unrelated to code typo cleanup." + "reason": "Dequant/quantization fix vs typo cleanup across codebase; different underlying change." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest/documentation edits are not the same as code typo fixes." + "reason": "Doctest/documentation cleanup vs code typo fixes; both are maintenance, but not the same duplicate change." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation/Whisper validation bug vs Phimoe CI memory limit change; different problems." + "reason": "Generation config validation fix vs Phimoe integration-test/CI memory fix; different bugs and different affected paths." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Generation config/Whisper fix vs broad typo cleanup; no shared bug." + "reason": "Watermarking/generation validation fix vs typo cleanup; not the same concrete issue." }, { "left": "pull_request:46579", "right": "pull_request:46719", "accept": false, - "reason": "Generic typo cleanup does not match sparse-attention/minimax functional changes." + "reason": "Code-typo cleanup across many files vs sparse-attention/Minimax functional fix; unrelated changes." } ] }, @@ -20905,52 +21032,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "a40b23d61396991fb5169c943458eb15c77ce54f49289c02a6bd76f7c61ca5e1", + "prepared_review_unit_hash": "069affcada93cce4110fed23e8ff2ce18d56a1c9303e97b36563161fd97f0b6a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate synthetic '[don't merge]' PRs, but they do not fix the same underlying problem: one touches packaging/setup and Vit test scaffolding, one rewires several CI/comment/reporting workflows, and one changes the PR security-gate workflow trigger. I don't see a true duplicate cluster here.", - "confidence": 0.92, + "summary": "All three PRs are superficial '[don't merge]' or CI/test bot changes, but they target different code paths and should not be clustered as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly represents the cluster because the three PRs target different code paths and workflows rather than one shared change.", + "canonical_pr_reason": "PR 46747 is the most self-contained and concrete change: a single workflow file flipping the security gate from pull_request_target to pull_request.", "best_issue_reason": null, - "best_pr_reason": "PR #46747 is the best standalone representative only in the sense that it is the most self-contained and easiest to identify, but it is not a duplicate of the others.", + "best_pr_reason": "PR 46747 is the best representative PR because it has the narrowest, clearest scope and is less entangled with unrelated setup/test or multi-workflow edits.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: setup/version and dependency/test plumbing versus a security-gate workflow trigger change. Not the same bug or mergeable into one PR." + "reason": "Different changes: 43488 edits setup.py/dependency metadata and a vit test, while 46747 only changes the PR security-gate workflow trigger. No shared underlying bug." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "One is package/version and test-dependency scaffolding; the other is multi-workflow CI/comment/reporting behavior. Same broad repo area, but not the same concrete change." + "reason": "43488 is a setup/version/dependency test PR; 43532 is a broader CI/workflow and testing-utils change. They overlap only superficially in test-related files, not in the same fix." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch CI workflows, but they address different workflows and different behavior changes. They would not plausibly be merged as one PR for the same underlying issue." + "reason": "Both touch CI workflows, but they affect different workflows and code paths: 43532 rewrites self-comment/self-scheduled/slack-related automation, while 46747 changes the PR security gate trigger." } ] }, @@ -20980,7 +21107,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "0e72e70b8ebe33045e69bc1f93b352efefb6a9a19c482532e5c438e719e45bc9", + "prepared_review_unit_hash": "8384b3cd464bbbaaa55b697cf3c28f31637d153568e8a6d047a309f60911c548", "component_budget": { "node_count": 2, "item_count": 2, @@ -21002,18 +21129,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two similar-looking but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding and docs updates, but target different tasks and different model integrations.", - "confidence": 0.96, + "summary": "The two PRs are structurally similar but implement different features: promptable concept segmentation vs promptable visual segmentation. They share documentation and pipeline scaffolding, but the underlying pipelines, model integrations, and tests differ, so they should not be treated as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the broader and more integrated feature addition, covering more model backends and tests; if one PR must represent the cluster, this is the stronger canonical choice.", + "canonical_pr_reason": "No single canonical PR: 43612 and 43613 add different segmentation pipelines with different underlying model/code paths.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the best representative for the cluster because it is the more complete pipeline feature with wider code coverage and more supporting tests/docs.", + "best_pr_reason": "Neither PR is a good duplicate representative, since they target separate features rather than the same concrete fix or change.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Do not merge: these are different pipeline features with different underlying code paths and model targets. Similar docs/registry changes are incidental scaffolding, not the same concrete change." + "reason": "Similar project scaffolding, but different pipeline names, model integrations, and test suites; these are separate feature additions, not the same underlying change." } ] }, @@ -21043,40 +21170,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "df219239ea6895a0136ec553e48534ffcd7176fa1d0ab2815e4d7c879c794334", + "prepared_review_unit_hash": "d35cd48524912a0c55c79d5cf4dd9c302df034152e1d652cec92bafcb8caf79d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated Trainer extensibility PRs in the same file: one changes gradient-accumulation loss scaling behavior, the other extracts signature-column filtering into an overrideable helper. They touch the same subsystem but fix different code paths and should not be merged as duplicates.", - "confidence": 0.97, + "summary": "Both PRs only overlap on src/transformers/trainer.py, but they fix different trainer behaviors: 43651 changes gradient-accumulation loss scaling, while 43663 refactors signature-column filtering for custom/PEFT trainers. They are not the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the more concrete change: it modifies training loss scaling logic and adds a property to control GA normalization. PR #43663 is a separate refactor around column filtering, so it is not the canonical representative of the cluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the strongest standalone candidate because it addresses an explicit behavioral change in the training step with a clear compatibility hook for custom trainers. PR #43663 is also valid, but it is a different extension point and not a duplicate of #43651.", + "best_pr_reason": "No true duplicate exists here; if a representative PR is needed, 43651 is the more concrete behavioral fix, but it should not be treated as the canonical match for 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "They share trainer.py but implement different features: GA loss scaling vs. signature-column filtering. No same underlying bug/change or mergeable single fix is evident." + "reason": "Different code paths and behaviors in the same file: one adjusts loss normalization during training steps, the other changes how trainer signature columns are derived for column filtering. Shared filename alone is not enough to merge them as duplicates." } ] }, @@ -21106,7 +21233,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "397c29ca53499ba2107ae11b1280acefb733c0c93adc3f766c7bf6586a603397", + "prepared_review_unit_hash": "212e9ce6a294aa2bae6ef908d4df9ee2de38077663f25a3bef95868c7f2a76ba", "component_budget": { "node_count": 2, "item_count": 2, @@ -21128,18 +21255,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same CLI file address different annotation-related NameErrors, but they are not the same underlying fix: one is about future annotations / importing local model types, the other is about handling TypeAdapter when pydantic is absent.", - "confidence": 0.95, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and aim at a TypeAdapter-related NameError, but `43842` is the narrower, more explicit fix while `43656` looks like a broader typing/annotation cleanup in the same area.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43656 is the better representative because it has more discussion/review activity and fixes a broader annotation NameError path in the CLI.", + "canonical_pr_reason": "Pick PR 43842 as the canonical PR: it directly targets the documented `TypeAdapter` NameError when `pydantic` is absent, with a smaller and more focused diff.", "best_issue_reason": null, - "best_pr_reason": "PR #43656 is the strongest standalone representative of the cluster due to higher activity and a more general type-annotation compatibility fix.", + "best_pr_reason": "PR 43842 is the best representative because it is the most specific fix for the concrete runtime failure and least likely to include unrelated typing changes.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Different concrete bugs: #43656 fixes runtime NameErrors from unresolved local type annotations via __future__ annotations, while #43842 fixes a separate pydantic TypeAdapter annotation issue when pydantic is not installed. Shared file alone is not enough to treat them as duplicates." + "reason": "Same file and similar symptom, but the diffs suggest different fix styles; `43656` appears to be a broader annotation modernization, while `43842` is a targeted `TypeAdapter`/optional-pydantic workaround. Not enough evidence that they are the same concrete change or should be merged into one PR." } ] }, @@ -21285,8 +21412,8 @@ "pull_request:44071|pull_request:44085", "pull_request:44059|pull_request:44086", "pull_request:44085|pull_request:44086", - "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44722", @@ -21331,319 +21458,403 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "90466998d9a7858fca0213f673ac7c18a6ce35703114d9fc9b02976e7c2a7f53", + "prepared_review_unit_hash": "f66d11246e06b4b3369a71e1c38b362886c1b0e5a14b9f891789c5854b4a4d94", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84897, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "serialized_chars": 84901, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75091, - "estimated_input_tokens": 18773, - "estimated_eval_tokens": 37802 + "serialized_chars": 75097, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad family of model-specific refactors to standardized output tracing/capture decorators, not one single duplicate bug. The only strong duplicate-like edges are within the same model code paths (GPT-J/CodeGen, GPT-Neo, and RegNet).", - "confidence": 0.91, + "summary": "This cluster is mostly a loose family of output-tracing refactors, not one duplicate set. There are two real mergeable cores: the GPT-J/CodeGen group around #44722/#44066/#44085, and a separate GPT-Neo pair #44018/#44068. Most other cross-model pairs are not duplicates.", + "confidence": 0.71, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical issue is present. If one PR must serve as the anchor, 44066 is the cleanest representative because it has an explicit issue link, touches the core GPT-J/CodeGen implementation, and clearly implements the standardized tracing refactor.", + "canonical_pr_reason": "PR #44722 is the best anchor for the largest true duplicate core (GPT-J/CodeGen output-tracing migration), though it is not the only overlap in the cluster because #44018/#44068 is a separate GPT-Neo match.", "best_issue_reason": null, - "best_pr_reason": "44066 is the best overall representative PR: it is explicit about the tracking issue, has the most complete core implementation in the GPT-J family, and best reflects the underlying output-tracing refactor theme.", + "best_pr_reason": "PR #44722 is the most central representative of the actual duplicate set because it connects to both #44066 and #44085 on the same GPT-J/CodeGen code path.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (FNet/CVT vs GPT-J); same issue target and similar wording are not enough to make this the same change." + "reason": "Different model families and code paths; same tracking issue/theme is too broad." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different concrete model paths (FNet/CVT vs DeBERTa v2)." + "reason": "Different models and code paths; not the same underlying fix." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both target the GPT-J output-tracing code path; 44085 appears to be a narrower GPT-J variant of the same standardized tracing refactor." + "reason": "Same GPT-J output-tracing refactor on the same code path; mergeable into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model implementations (RegNet/ResNet-related vs EfficientNet); this is only a shared refactor theme, not the same change." + "reason": "Different model implementations; both are output-tracing refactors, but not the same bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths despite similar output-tracing wording." + "reason": "Different model families and code paths; not one duplicate change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different model-specific refactors, not one duplicate change." + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated concrete fixes." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated implementations; same tracking issue does not imply duplicate PRs." + "reason": "MobileNetV2 vs DeBERTaV2 are unrelated model changes." }, { - "left": "pull_request:44086", - "right": "pull_request:44722", + "left": "pull_request:44066", + "right": "pull_request:44086", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen change different code paths, so they are not the same underlying fix." + "reason": "GPT-J/CodeGen vs MGP-STR are different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT are different model code paths." + "reason": "GPT-J/CodeGen vs MPT are different model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors over the same modeling file and appear to be the same underlying change, with one being a broader/narrower variant." + "reason": "Both are GPT-Neo output-tracing refactors on the same model file and are very likely duplicate/mergeable." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are distinct model families; they only share the same refactor pattern." + "reason": "GPT-J/CodeGen vs GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct implementations; same theme is not enough." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated concrete code paths." + "reason": "ResNet-family output tracing vs GPT-J/CodeGen output tracing are unrelated fixes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + "reason": "MGP-STR vs GPT-J/CodeGen are unrelated model refactors." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model-specific changes." + "reason": "ResNet-family vs GPT-J are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models; similar decorator migration is not enough." + "reason": "GPT-Neo and ResNet are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate concrete code paths." + "reason": "ResNet-family vs MPT are different fixes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + "reason": "GPT-Neo vs GPT-J/CodeGen are separate model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model changes." }, { "left": "pull_request:44018", - "right": "pull_request:44066", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct model paths." + "reason": "GPT-Neo vs Flaubert/XLM are different concrete fixes." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model code paths." + "reason": "MPT vs GPT-J/CodeGen are different model refactors." }, { "left": "pull_request:44018", - "right": "pull_request:44085", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families." + "reason": "GPT-Neo and MPT are unrelated code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet-family vs VisualBERT are different model changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer vs LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer vs GPT-J/CodeGen is the same broad theme, not the same concrete fix." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." + "reason": "SegFormer and VisualBERT are separate model code paths." }, { "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT are unrelated model implementations." + }, + { + "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different model implementations." + "reason": "MPT vs MGP-STR are different concrete fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet-family vs VisualBERT are different model refactors." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated concrete changes." + "reason": "GPT2 vs MGP-STR are unrelated code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different model code paths." + "reason": "GPT-J vs MGP-STR are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 vs GPT-J/CodeGen are distinct model fixes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families and different refactors." + "reason": "ViLT vs Flaubert/XLM are different model families." }, { - "left": "pull_request:44059", + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are unrelated implementations." + "reason": "GPT-Neo vs MPT are not the same underlying bug/change." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different model code paths." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44722", - "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated changes." + "reason": "SegFormer vs LongT5 are unrelated models." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "SegFormer and VisualBert are different model-specific refactors." + "reason": "TextNet vs Flaubert/XLM are different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and SegFormer are different model implementations." + "reason": "RegNet and SegFormer are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated code paths." + "reason": "RegNet and MPNet are separate model implementations." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different model families." + "reason": "MPT vs ImageGPT are unrelated output-tracing refactors." }, { "left": "pull_request:44074", - "right": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5 are unrelated model fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated concrete changes." + "reason": "GPT-Neo vs LongT5 are different concrete changes." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and GPT-Neo are different model-specific refactors." + "reason": "RegNet and MPT are different model code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet and LongT5 are unrelated code paths." + "reason": "SqueezeBERT and MPT are unrelated model fixes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet and LongT5 are different model implementations." + "reason": "RegNet and TextNet are separate model changes." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "TextNet and LongT5 are unrelated changes." + "reason": "SqueezeBERT vs GPT-Neo are unrelated fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet vs SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated changes." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT and LongT5 are different model code paths." + "reason": "FNet/CVT vs LongT5 are unrelated model refactors." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "FNet/CVT and SegFormer are distinct model refactors." + "reason": "FNet/CVT and SegFormer are different model families." }, { "left": "pull_request:44010", - "right": "pull_request:44071", + "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and MPT are unrelated model implementations." + "reason": "SqueezeBERT and DeBERTaV2 are unrelated output-tracing changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "SqueezeBert and VisualBert are different concrete code paths." + "reason": "DeBERTaV2 vs TextNet are different code paths." }, { - "left": "pull_request:44018", + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen standardized output-tracing change on the same underlying code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing migration; these are plausibly mergeable into one PR." + }, + { + "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model-specific refactors." + "reason": "GPT-J and SpeechT5 are unrelated model implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44074", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "GPT-2 and TextNet are different models and different changes." + "reason": "FNet/CVT vs RegNet/ResNet are different model families and fixes." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "MPNet and LongT5 are unrelated concrete changes." + "reason": "FNet/CVT and SpeechT5 are unrelated model refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are different models and code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "RegNet and LongT5 are different model families." + "reason": "DeBERTaV2 and VITS are unrelated model refactors." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it frames the cluster as a broad output-tracing refactor family, and the accepted soft-edge pairs are limited to same-file/same-family overlaps (GPT-J and GPT-Neo). The rejected pairs are also conservatively separated by model family. No overstatement is evident." + "accept": false, + "feedback": "The writeup is not conservative enough. The packet shows at least one additional plausible duplicate/mergeable pair that the summary excludes: PR #44018 and PR #44068 both refactor GPT-Neo output tracing, both touch the same GPT-Neo model file (and tests in #44068), and the change scopes are very close. So the claim that the \"only true overlaps are the GPT-J/CodeGen variants\" is too strong. The pair verdict for #44018 vs #44068 should not be rejected on a model-family-distinction basis. Because the summary overstates the evidence and misses a same-model overlap, I would not accept this clustering." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21678,20 +21889,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "da9992447faf5c1b30455908198d49021c938ad98c151ec54a9fe9fc70b806d5", + "prepared_review_unit_hash": "e17ff8404b4de9143819aca94fe56e1db4ab3d1dcd457ebae1135e706fa216ba", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84897, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "serialized_chars": 84901, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17127, + "serialized_chars": 17125, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -21700,48 +21911,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are model-specific PRs for standardized output tracing/capture refactors. They share the same theme but target different architectures and code paths, so they should not be merged as duplicates.", - "confidence": 0.89, + "summary": "These PRs all belong to the same broad refactor theme: migrating model forwards to standardized output-capture/decorator patterns. However, they are model-specific changes in different files and code paths, so they should not be deduplicated together as the same PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative because it has an explicit issue target (43979) and a clearer, more complete refactor scope than the others.", + "canonical_pr_reason": "PR #44073 is a clear, representative example of the cluster\u2019s theme: it introduces the standardized output-tracing pattern in a single model with explicit capture machinery and clean naming.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best single PR to anchor the cluster: it is clearly about the same output-tracing migration, links to a tracking issue, and has enough detail to represent the refactor pattern.", + "best_pr_reason": "PR #44073 is a good cluster representative because its title and diff clearly reflect the shared refactor pattern, but it is still a model-local change rather than a merge point for the others.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are standardized output-capture refactors, but they touch different model implementations (FocalNet vs ImageGPT) and different layer hooks; not the same concrete fix." + "reason": "Both are output-tracing refactors, but they touch different models (FocalNet vs ImageGPT) and distinct forward/code paths; they are not the same underlying bug or change and would not be merged into one PR." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet have similar refactor wording, but they are separate model code paths with distinct forward signatures and outputs." + "reason": "VisualBert and TextNet are separate model implementations with separate forward logic. The similarity is only the shared migration pattern, not a shared concrete fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both modernize output tracing, but MPNet and VisualBert are unrelated model-specific implementations; these are parallel refactors, not one duplicate change." + "reason": "Both refactor output capture, but MPNet and VisualBert are unrelated model-specific implementations. This is a parallel refactor, not a duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but MPNet and TextNet are different models and the diffs indicate separate output-capture adaptations." + "reason": "These PRs apply the same standardized-output pattern to different architectures, so they do not fix the same code-path problem." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated architectures; the PRs share a migration pattern but not a single underlying bug or mergeable patch." + "reason": "RegNet and SqueezeBert are separate models with different output handling code; the overlap is only in refactoring style, not in the underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 both touch output handling, but they fix different model-specific forwards and cannot plausibly be combined into one PR." + "reason": "SqueezeBert and SpeechT5 are unrelated code paths. Even though both involve output-capture refactoring, they are distinct model-specific migrations and should remain separate PRs." } ] }, @@ -21821,12 +22032,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "77ef7f90144788d886634c54de7bd311d148d119b629e541c0fc201fd7d95525", + "prepared_review_unit_hash": "604cf8ef35669a09cc0b4ca878de16e00abc499e9069a61be92276406cbf9218", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40175, + "serialized_chars": 40176, "estimated_input_tokens": 10044, "estimated_eval_tokens": 20344 }, @@ -21834,7 +22045,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40175, + "serialized_chars": 40176, "estimated_input_tokens": 10044, "estimated_eval_tokens": 20344 }, @@ -21843,252 +22054,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of separate model-specific output-tracing refactors, not duplicate fixes. PR 44003 is the best representative because it is the broadest and most central to the shared tracing/capture plumbing, but the pairwise soft edges should be rejected.", - "confidence": 0.84, + "summary": "All items are separate model-specific output-tracing refactors, not duplicates of the same concrete bug or change. The similarity is mostly at the pattern/title level, but the affected code paths and architectures differ.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative in the set: it spans two model files and introduces shared output-capturing plumbing, so it best represents the cluster theme.", + "canonical_pr_reason": "PR 44025 is the cleanest representative of the cluster theme: a narrow, self-contained output-tracing refactor applied to a closely related model pair.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest cluster representative because it is the most substantial output-tracing refactor and touches the shared capture path across multiple model implementations.", + "best_pr_reason": "PR 44025 is the strongest global representative because it is focused, clearly scoped, and its diff shows the intended tracing conversion without mixing in unrelated changes.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; same refactor style, but not the same underlying change." + "reason": "Different model families and files; same refactor motif, but not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Timm backbone vs vision-text dual encoder are unrelated implementations; this is only a thematic similarity." + "reason": "Unrelated architectures and code paths; only the output-tracing refactor pattern is shared." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models and runtime paths; both mention tracing, but they are not the same fix." + "reason": "Different models with separate forward/output behavior; not plausibly one merged fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different backbones and model stacks; one is a timm backbone refactor, the other is mamba/falcon-mamba tracing plumbing." + "reason": "Timm backbone vs mamba/falcon_mamba are distinct implementations; no shared concrete bug." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths and purposes; no shared concrete bug or mergeable duplicate change." + "reason": "Different model code paths; the overlap is just a generic refactor theme." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; shared output-tracing wording is not enough." + "reason": "MobileNetV1 and UnivNet are unrelated model stacks; same pattern, different change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different subsystems and model code paths; these are parallel refactors, not duplicates." + "reason": "Different architectures and outputs; not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; same pattern, but not the same concrete change." + "reason": "These target different model families and forward paths, so they should stay separate." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 vs vision-encoder-decoder wrapper; unrelated code paths." + "reason": "MobileNetV1 and VisionEncoderDecoder are unrelated changes despite similar tracing cleanup." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and speech-encoder-decoder are different implementations; no duplicate fix." + "reason": "Different model implementations; no evidence of one shared bug." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated; only the refactor style matches." + "reason": "Vision-text dual encoder and UnivNet are unrelated code paths; same refactor style only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and concrete paths; not the same underlying bug/change." + "reason": "Different models and output contracts; not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different architecture families; this is not a single mergeable fix." + "reason": "Vision-text dual encoder vs mamba/falcon_mamba are separate implementations and fixes." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model code paths; same tracing refactor theme only." + "reason": "These touch different model families; too broad to treat as duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated model paths; no shared concrete fix." + "reason": "UnivNet and UperNet are unrelated architectures; only the refactor motif matches." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and target files; these are not duplicates." + "reason": "Distinct code paths and model types; not the same concrete bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs Depth Anything are separate implementations; same theme, different code path." + "reason": "Different model families with separate output handling." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated changes; no single underlying bug." + "reason": "UperNet and RWKV are unrelated model implementations; no shared fix." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks and files; not the same fix." + "reason": "Different architectures and forward logic; not mergeable as one PR." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon-Mamba/Mamba tracing changes and SuperPoint refactor are unrelated code paths." + "reason": "Mamba/falcon_mamba and SuperPoint are unrelated subsystems." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/Falcon-Mamba vs CodeGen are different model implementations; not one duplicate change." + "reason": "Different model code paths; same general tracing cleanup, but not one bug." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated model paths; only the refactor motif overlaps." + "reason": "Timm backbone vs CodeGen are separate implementations with different changes." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen do not share the same concrete bug or mergeable change." + "reason": "UnivNet and CodeGen do not share a concrete code-path problem." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are separate model paths; not duplicates." + "reason": "UperNet and CodeGen are unrelated; the similarity is only in the refactor pattern." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen are unrelated changes; same theme only." + "reason": "Different architectures and output APIs; not the same underlying fix." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and vision-encoder-decoder are different model code paths; analogous refactors, not duplicates." + "reason": "Depth-Anything and VisionEncoderDecoder are different model families, so these are separate PRs." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything vs speech-encoder-decoder are separate implementations; no shared concrete fix." + "reason": "Different code paths and model wrappers; no single concrete bug unifies them." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are unrelated model paths." + "reason": "Depth-Anything and SuperPoint are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are different model families; not the same underlying change." + "reason": "Different models and output semantics; not a duplicate pair." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are unrelated code paths; same refactor pattern only." + "reason": "Depth-Anything and DPR are unrelated code paths despite similar refactoring." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "These are both encoder-decoder wrappers, but vision and speech are distinct code paths and not the same duplicate change." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate wrapper models with distinct behavior." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Vision-encoder-decoder and SuperPoint are unrelated models; not a duplicate fix." + "reason": "Different model families and forward paths; no shared concrete fix." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and files; this is only a broad similarity." + "reason": "Encoder-decoder wrapper vs RWKV are unrelated implementations." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Vision-encoder-decoder and DPR do not share the same concrete bug/change." + "reason": "Different model stacks; same tracing refactor pattern is not enough." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech-encoder-decoder and SuperPoint are unrelated code paths." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Speech-encoder-decoder and RWKV are different model implementations; not duplicates." + "reason": "Different architectures and output behavior; not the same bug/change." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech-encoder-decoder and DPR are separate changes; same refactor motif only." + "reason": "SpeechEncoderDecoder and DPR are separate model implementations." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV target different code paths and cannot be treated as one duplicate fix." + "reason": "SuperPoint and RWKV are unrelated model families." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are unrelated models; no shared underlying bug." + "reason": "Different code paths and semantics; only the refactor style overlaps." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model families; this is not one mergeable change." + "reason": "RWKV and DPR do not share a concrete bug or mergeable code change." } ] }, @@ -22118,12 +22329,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "22cc880a9070c3ffd0f71b73f729d5314ca0e4cf95549499ab1ecd0d9b818184", + "prepared_review_unit_hash": "55115d8f0b5fdd2031520f63a477b594cf4363222361bc87a25934e11e364306", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22131,7 +22342,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22140,18 +22351,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-addition PRs, not duplicates: one adds PenguinVL and the other adds Voxtral TTS. They overlap only on shared Transformers scaffolding and docs registration.", - "confidence": 0.96, + "summary": "These are unrelated model-addition PRs: one adds PenguinVL, the other adds Voxtral TTS. They share only broad Hugging Face integration scaffolding, not the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the PRs implement different models with different configs, weights, and test coverage, so they should not be clustered as duplicates.", + "canonical_pr_reason": "No canonical PR for deduplication: the PRs target different models and different code paths, so neither can stand in for the other.", "best_issue_reason": null, - "best_pr_reason": "45401 is the stronger standalone representative because it has an explicit tracking issue and a focused Voxtral TTS implementation.", + "best_pr_reason": "PR 45401 is the more self-contained/issue-linked candidate, but it is still not a duplicate of 44662; 44662 is a separate PenguinVL implementation PR.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different underlying changes: PenguinVL vs Voxtral TTS. Shared auto-registry/docs files are just common model-onboarding boilerplate, not the same bug or feature." + "reason": "Reject: PenguinVL and Voxtral TTS are different model implementations with different architecture, files, and likely merge targets. Shared auto/docs registration is generic scaffolding, not evidence of the same underlying bug or change." } ] }, @@ -22181,7 +22392,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "a146c4dcb6f937997559d0157d58204f39b2c56a1b2b4b92ffb08a9a7d2bde83", + "prepared_review_unit_hash": "a74bde1fb1404f3df8cac18ca8a9217cbfa7290ab013f7670ae674e36e297adf", "component_budget": { "node_count": 2, "item_count": 2, @@ -22203,18 +22414,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are about fusion, but they target different layers: #44979 introduces a new Module Fusion API and internal abstraction, while #45363 adds n-to-1 kernel fusion wiring through KernelConfig and related integration points. They are related, but not the same change set or concrete bug fix.", - "confidence": 0.87, + "summary": "These PRs are related to fusion infrastructure, but they are not duplicates: one adds a generic Module Fusion API, while the other implements n-to-1 kernel fusion through KernelConfig and integration hooks. They target different abstractions and code paths.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more concrete, user-facing implementation of fusion behavior and touches the runtime integration paths directly, making it the better representative of the cluster.", + "canonical_pr_reason": "PR #45363 is the more concrete, end-to-end feature implementation: it wires KernelConfig through the model loading/fusion path and includes an example. PR #44979 is a broader API scaffold for module fusion.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 best represents the cluster because it implements an end-to-end fusion flow via KernelConfig, with explicit model/integration changes and an example, whereas #44979 is more of an underlying API scaffold.", + "best_pr_reason": "PR #45363 is the best representative of the cluster because it has the clearest user-facing behavior and the most complete implementation. PR #44979 is more of an enabling API layer than a standalone fix.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion work, but #44979 defines a Module Fusion API while #45363 implements kernel fusion via KernelConfig; they are different abstractions and not the same concrete change." + "reason": "Both are fusion-related, but #44979 defines a generic Module Fusion API and #45363 adds specific KernelConfig-based n-to-1 kernel fusion; they are different features and not the same code-path fix." } ] }, @@ -22244,7 +22455,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "3a5d8375e5c61d76ea4e5252c83f9786bba0065e3be7dfe36e7982f72442e8e4", + "prepared_review_unit_hash": "7c11271f91a4292ed3cf9f1b4ec7725389e15833cc001b3f7179f45715d4bf19", "component_budget": { "node_count": 2, "item_count": 2, @@ -22266,18 +22477,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex pre-tokenizer AttributeError in the same code path, with 45317 appearing to be the more complete version because it adds tests. They are suitable as duplicates/variants of one change.", + "summary": "Both pull requests address the same Mistral tokenizer AttributeError in _patch_mistral_regex and share the same fix path; one is a testless minimal patch, the other is the same code change plus tests. They are suitable as duplicates/alternates for the same underlying bug fix.", "confidence": 0.98, - "canonical_issue_reason": "No issue artifact is included in this cluster; both PRs explicitly target issue #45081.", - "canonical_pr_reason": "PR 45317 is the stronger canonical choice because it contains the same core fix as 45086 plus test coverage, making it the more complete merge candidate.", - "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative because it fixes the same bug, is the more complete patch, and includes validation in tests.", + "canonical_issue_reason": "Issue 45081 is the explicit target for both PRs and matches the concrete AttributeError being fixed.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete implementation.", + "best_issue_reason": "45081 is the only referenced issue and directly describes the bug these PRs fix.", + "best_pr_reason": "45317 is the best representative PR because it fixes the same code path as 45086 and adds regression tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code-path fix in tokenization_utils_tokenizers.py; 45317 is essentially the patched-and-tested version of 45086, so they can be merged as one change." + "reason": "Same underlying bug in _patch_mistral_regex, same file and same code change; 45317 is essentially the patched version of 45086 with added tests." } ] }, @@ -22307,7 +22518,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "3e01d9b6b7233c69be33744a024e08ccac7c5d8b1c3a0744cb8ba3e755dd0289", + "prepared_review_unit_hash": "ad547b4d0d121163bbdfcf39d5ec7773e96c80a97bce4862a4834072a6d7eefe", "component_budget": { "node_count": 2, "item_count": 2, @@ -22329,18 +22540,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to NemotronH model support, but they target different changes: one is a structural refactor/conversion-mapping update, the other is a broader model split and documentation/test update for NemotronH dense/sparse variants. They are not duplicates.", - "confidence": 0.93, + "summary": "Two related NemotronH PRs, but they are not duplicates: one is a conversion/inheritance refactor for NemotronH, while the other adds separate NemotronH Dense/Sparse model variants, docs, and tests.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better representative because it is the broader, more complete implementation effort: it adds the new dense/sparse model packages, auto-mapping updates, docs, and tests. PR #45115 is a narrower refactor focused on inheritance and conversion mapping.", + "canonical_pr_reason": "PR #45569 is the more complete and user-facing change: it introduces the dedicated nemotron_h_dense and nemotron_h_sparse implementations plus docs/tests, whereas #45115 is a narrower refactor/conversion-mapping adjustment.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 best captures the main user-facing change in the cluster. PR #45115 is still distinct and more of an internal refactor, so it is less suitable as the canonical PR for this cluster.", + "best_pr_reason": "#45569 best represents the underlying model API change in this cluster because it actually splits NemotronH into the new concrete model variants and updates the public model surface.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both touch NemotronH, but they are not the same concrete change: #45115 refactors NemotronH to inherit GraniteMoeHybrid and updates checkpoint conversion mapping, while #45569 splits NemotronH into dense/sparse variants and updates docs/tests. These could coexist, not be merged as duplicate PRs." + "reason": "They overlap on NemotronH internals, but the changes are different: #45115 is a refactor/inheritance and checkpoint-conversion update, while #45569 adds new dense/sparse model classes, docs, and tests. Not the same concrete fix and not a single PR-worthy duplicate." } ] }, @@ -22370,7 +22581,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "11c9b9a723aba4f367f994264379ef122a9ac2c9d0c9f3f54fdebd8e9a7a1d0e", + "prepared_review_unit_hash": "c875702bffdf2a860ef0f1bc88ef8ed0dc3134ee804eb3a7a354da4d75f994a6", "component_budget": { "node_count": 2, "item_count": 2, @@ -22392,18 +22603,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct PRs: one adds heterogeneous configuration plumbing, while the other adds broader heterogeneous model/runtime support that builds on that config work. They share some core files, but they are not the same code change and should not be deduplicated.", - "confidence": 0.93, + "summary": "Two related but distinct pull requests: one adds heterogeneous per-layer config support, the other adds broader heterogeneous modeling/runtime support built on top of it. They overlap in shared config/test scaffolding but are not the same change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45333 is the narrower foundational config change and is the cleaner canonical representative for the shared heterogeneity configuration work; PR #45332 is a wider follow-on that adds model/cache/masking integration beyond config handling.", + "canonical_pr_reason": "PR 45333 is the narrower, foundational change centered on per-layer configuration, which is the common core shared by the broader modeling PR.", "best_issue_reason": null, - "best_pr_reason": "PR #45333 best represents the core per-layer configuration feature because its scope is focused and self-contained. PR #45332 is broader and more invasive, so it is not the best single canonical for the cluster.", + "best_pr_reason": "PR 45333 is the best single representative for the cluster because it cleanly captures the underlying heterogeneity configuration work without bundling the separate modeling/runtime expansions.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They overlap on heterogeneity plumbing, but they do not fix the same concrete problem: #45333 adds per-layer config support, while #45332 extends runtime/model behavior across cache, masking, and modeling. Shared files alone are not enough to treat them as duplicates." + "reason": "Reject: 45332 is a much broader modeling/runtime PR (cache, masking, modeling utilities, integrations) while 45333 is config-only. Shared heterogeneity infrastructure does not make them the same concrete change, and they would not plausibly merge as one duplicate PR." } ] }, @@ -22433,40 +22644,40 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "8f2be856d94a895ad3a7b8bc974110734cf87580c8960adc00c84deba28d5fb7", + "prepared_review_unit_hash": "c4d6afb566360e6ceb276108837700bda3354c06589fcfac6449ae3539538c30", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5511, - "estimated_input_tokens": 1378, - "estimated_eval_tokens": 3012 + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5511, - "estimated_input_tokens": 1378, - "estimated_eval_tokens": 3012 + "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": "These are both typing-related PRs, but they are not duplicates: one is a broad type-checking sweep, the other is a narrower typing-helper update around modeling_utils/peft. They should stay separate.", - "confidence": 0.82, + "summary": "Two open PRs both touch type-checking-related code, but they are not the same change: one is a broad mypy cleanup across many modules, while the other adds specific typing protocols/aliases used by modeling code. They should not be deduplicated.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better representative because it is a more coherent, narrower typing change centered on shared protocol/type aliases, while 45415 is a much broader repo-wide type-checking sweep.", + "canonical_pr_reason": "PR 45425 is the more concrete, self-contained typing change: it introduces shared typing aliases/protocols in `_typing.py` and wires them into a small set of call sites. PR 45415 is a broad repo-wide type-checking pass with many unrelated edits.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best fit for the cluster since it has a focused scope and a clearer concrete typing-change theme; 45415 is too sprawling to serve as the main duplicate representative.", + "best_pr_reason": "PR 45425 is the better representative of the cluster because it has a narrower, clearly defined code-path impact and is less of a sweeping lint/type-cleanup PR than 45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "They both touch typing, but they do not appear to fix the same underlying change or bug. 45415 is a broad type-checking sweep across many modules, while 45425 adds specific typing abstractions and modeling_utils-related adjustments. Shared files alone are not enough to merge them." + "reason": "Both are typing-related, but they address different scopes and likely different problems: 45415 is a broad `src/transformers/*py` type-checking pass with config changes, while 45425 adds reusable typing protocols/aliases and updates specific modules. Shared files alone are not enough to treat them as the same change." } ] }, @@ -22496,7 +22707,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "1687a4bdf75740c755243bef9a0e2b9f170459bb84ab528178a20e669e894723", + "prepared_review_unit_hash": "9588da25a8471959b4ebe9484c9e45f57835fbfebece358c02d18d4c801403e9", "component_budget": { "node_count": 2, "item_count": 2, @@ -22518,18 +22729,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two pull requests address cache-aware multi-token forward paths, but in different model families and with different concrete fixes. They look thematically similar, not like duplicates of the same underlying change.", - "confidence": 0.91, + "summary": "These are not duplicates: PR #45513 fixes multi-token cached forward logic for Qwen3.5/OlmoHybrid/Qwen3Next linear attention paths, while PR #46084 fixes a separate Mamba2 use_cache bug when seq_len > 1. Different models, different code paths, different failure modes.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46084 is the cleaner anchor: it has an explicit issue target (#46032), a narrow fix, and a clear single-model bug description about `use_cache` when `seq_len > 1` in Mamba2.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46084 is the best representative of the cluster because it is the most self-contained and explicitly tied to a tracked bug, while PR 45513 spans multiple Qwen/Olmo variants and a broader linear-attention cache handling change.", + "best_pr_reason": "PR #45513 is the broader representative of the cluster theme because it spans multiple related model implementations and includes the same cached-forward class of fix, but it should not be treated as a duplicate of #46084.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Both mention cached multi-token forward paths, but PR 45513 fixes GDN/linear-attention continuation logic across Qwen/Olmo models, while PR 46084 fixes Mamba2 `use_cache` behavior for `seq_len > 1`. Different architectures and different code paths, so not the same underlying bug." + "reason": "Different architectures and fixes: #45513 changes cached multi-token forward behavior in Qwen3.5/OlmoHybrid/Qwen3Next linear attention, while #46084 changes Mamba2 cache handling for seq_len > 1. They do not look mergeable into one PR." } ] }, @@ -22559,12 +22770,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "a9775108faf23d37455ea73be07d85bc3ab990152e8b8d7ffa4328bc8850bd2a", + "prepared_review_unit_hash": "f92d134e8ec66846770889abf05b3eee5a8beceaf20fc82d6da0b727a5467faf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -22572,7 +22783,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -22581,18 +22792,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same expert-parallelism area, but they address different concrete bugs: one is about preserving/using distributed_config during loading with Accelerate + ZeRO-3, the other is about preventing rank-0 broadcast from overwriting expert weights under FSDP2/DTensor. Related subsystem, not a duplicate.", - "confidence": 0.95, + "summary": "These PRs both touch expert parallelism, but they fix different bugs in different loading/runtime paths: one is about preserving `distributed_config` and detecting EP during accelerate/ZeRO-3 load, the other is about preventing expert parameters from being overwritten during FSDP2/rank-0 broadcast. They are related by subsystem, not by the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better representative because it spans the actual loading/dispatch path where the overwrite happens and includes the more concrete fix for expert tensors under distributed wrapping.", + "canonical_pr_reason": "PR 45662 is the more concrete, self-contained fix: it targets a specific EP/FSDP2 overwrite path and includes the relevant runtime code changes, whereas PR 45548 is a separate loading/serialization fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest standalone fix in this cluster: it targets a specific overwrite bug in distributed model loading and has the clearest code-path-level remedy.", + "best_pr_reason": "PR 45662 is the better cluster representative because it addresses a clearly defined failure mode with explicit code-path changes across loading and MoE integration, while PR 45548 is narrower and orthogonal.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern expert parallelism, but 45548 fixes config serialization and EP detection for Accelerate/DeepSpeed ZeRO-3 loading, while 45662 fixes a different FSDP2/DTensor issue where experts are overwritten by rank-0 broadcast. Different bugs and not safely mergeable into one PR." + "reason": "Both are EP-related, but 45548 fixes EP/DeepSpeed ZeRO-3 loading via `distributed_config` serialization, while 45662 fixes EP/FSDP2 expert parameters being overwritten by rank-0 broadcast. Different bugs, different code paths, so not a duplicate." } ] }, @@ -22622,40 +22833,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "5cac20a0131f67dd9308aff804ea99e62c32e226436463415c3814103e0b205e", + "prepared_review_unit_hash": "0f8c182d39aa7b17653a4dd471a57f4b5e590320546a6a67d8a1b50185528b4e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, - "estimated_input_tokens": 1148, - "estimated_eval_tokens": 2552 + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, - "estimated_input_tokens": 1148, - "estimated_eval_tokens": 2552 + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist collision problem for captured_info debug artifacts in testing_utils; 45645 is the more complete fix because it also updates CI to consume multiple worker-specific log files.", - "confidence": 0.91, + "summary": "Both PRs address the same xdist/captured_info logging problem around `src/transformers/testing_utils.py`; the second PR is a broader follow-up that also updates CI log collection. They are closely related enough to triage together as the same underlying fix family.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best canonical PR because it contains the core xdist-safe logging fix in `src/transformers/testing_utils.py` plus the CI workflow change needed to preserve and aggregate the resulting per-worker `captured_info*.txt` artifacts.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core xdist-safe `captured_info` fix plus the CI workflow change needed to consume multiple per-worker log files, making it the more complete representation of the bug fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it fixes the concrete artifact-collision path and also keeps CI debug output intact. PR 45639 appears to be a narrower subset of the same underlying change.", + "best_pr_reason": "PR 45645 is the strongest overall candidate: it addresses the bug in code and also preserves the debug-log collection path in CI, so it covers the full end-to-end behavior more completely than PR 45639.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs target the same concrete bug: xdist-safe `captured_info` logging. They share the same testing_utils/test changes and issue target, and 45645 extends the same fix with workflow handling for the new per-worker files." + "reason": "Same underlying `captured_info` xdist collision fix; 45639 is a narrower implementation, while 45645 expands the same change to CI artifact handling. They could plausibly be merged into one PR." } ] }, @@ -22685,7 +22896,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "6c06e95209a0ce8c45605dedc9d7037f65bee7912038b4f34c54ff4d4f8febd0", + "prepared_review_unit_hash": "03099a25e80d728c83d2b04586cf120e9728b300006462a3acb157fffe47e0e2", "component_budget": { "node_count": 2, "item_count": 2, @@ -22707,18 +22918,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated linter/chore PRs: one adds TRF003 support for returning tuples in multiple model forward methods, while the other adds TRF018 modeling-rule cleanup for weight initialization across many models. They overlap in some filenames only because both touch broad model code, not because they fix the same underlying problem.", - "confidence": 0.98, + "summary": "These are not duplicates: one PR implements a return-type/linter rule across forward methods, while the other changes model weight initialization for a different linter rule. The overlapping model filenames are incidental to broad framework-wide sweeps.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45720 is the better canonical PR for the cluster only because it is more narrowly defined and its diff preview shows a concrete, consistent change pattern (adding @can_return_tuple / return_dict handling) across model forwards.", + "canonical_pr_reason": "PR 46259 is the better canonical PR for the cluster only in the sense that it is the broader, more representative modeling-rule sweep; however, it is still unrelated in substance to PR 45720.", "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the best representative of the group, but not because it duplicates PR 46259; it is simply the cleaner, more specific example of a single lint-rule implementation. PR 46259 is a separate rule and should not be merged with it.", + "best_pr_reason": "PR 46259 is the strongest representative artifact here because it has the broader diff and wider model coverage, but it does not duplicate the other PR's change.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different lint rules and different code-path concerns: TRF003 changes forward return behavior, while TRF018 changes weight initialization logic. Shared model files are incidental and do not indicate the same fix." + "reason": "Different underlying changes and code paths: TRF003 adjusts model forward return behavior, while TRF018 rewrites initialization logic. Shared files are just due to broad repo-wide sweeps, not the same bug or fix." } ] }, @@ -22814,40 +23025,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "c132b2f0baeec9e1eedec45ada995122b665295f6a0697f2292903e5bd6af09e", + "prepared_review_unit_hash": "3e4652a15e785c0f634eea056501784dc235efd9f7b620e88c5eab8da42021e0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one is a mixed PR about CI telemetry secrets plus model/config updates, while the other is a focused test-migration PR. They touch different change intents and should not be merged as the same underlying change.", - "confidence": 0.97, + "summary": "The two pull requests are not duplicates: one is a noisy testing/grafana-oriented PR with unrelated workflow and model tweaks, while the other is a focused test migration adding DDP/kernel test coverage. They do not appear to fix the same concrete code-path problem.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR pair here; if one PR must be treated as the cluster representative, PR #46100 is the more coherent single-purpose change set, while PR #45932 mixes unrelated workflow and model edits.", + "canonical_pr_reason": "PR 46100 is the more coherent single-purpose change (test migration and new kernel tests); PR 45932 is a broad mixed-purpose/testing PR with unrelated workflow and model edits.", "best_issue_reason": null, - "best_pr_reason": "PR #46100 is the better representative because it is a focused migration of kernel/model tests, whereas PR #45932 spans CI workflow secrets and several model files without a single clear change theme.", + "best_pr_reason": "PR 46100 is the better standalone representative of the cluster because it has a clear, self-contained purpose and narrower scope than PR 45932.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying work: #45932 is a mixed CI/telemetry plus model-update PR, while #46100 is a dedicated test-migration PR. They do not appear to fix the same concrete code-path problem and would not plausibly merge into one PR." + "reason": "Different underlying changes: 45932 is a broad grafana/testing PR with model and workflow edits, while 46100 adds test migration files and kernel tests. They are not mergeable as one fix for the same bug." } ] }, @@ -22877,7 +23088,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "8feba39bd6cd7a0a86ff2eed8dc375c900dfd05b67622c4edb587ef90f642c33", + "prepared_review_unit_hash": "1d97f8630dae8657ff8c5771e53503d0abbb9e3078491f276e004c820e230960", "component_budget": { "node_count": 2, "item_count": 2, @@ -22899,18 +23110,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs overlap on distributed/MoE files, but they are not the same change: #46126 is a focused EP + Trainer integration feature, while #46269 is a broad distributed branch-base PR with many unrelated edits. The soft match should be rejected.", - "confidence": 0.92, + "summary": "These are related only by shared distributed-code context and overlapping files, but they are not the same underlying PR: one is a focused EP/trainer integration change, the other is a broad distributed branch base update.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more specific, self-contained feature PR; #46269 is a large umbrella branch-base change touching many unrelated files, so they are not duplicates.", + "canonical_pr_reason": "PR 46269 is the broader umbrella change and the most representative cluster anchor, since it spans many distributed subsystems and looks like a branch-base consolidation rather than one narrow feature.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the better representative of the cluster because it targets one concrete EP/Trainer integration path, whereas #46269 is too broad to serve as a clean canonical PR.", + "best_pr_reason": "PR 46126 is the clearest standalone change in the cluster: a specific EP + Trainer integration patch centered on router/tensor-parallel behavior.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "They share some distributed filenames, but the diffs indicate different scopes and likely different underlying work. #46126 is a targeted EP + Trainer integration; #46269 is a sweeping distributed branch-base PR, not a single same-code-path fix/change." + "reason": "Reject: they share distributed filenames, but the diffs target different concrete changes. 46126 adds EP/Trainer integration and router masking logic, while 46269 is a broad distributed branch-base PR touching CI, FSDP, and many unrelated modules." } ] }, @@ -22976,208 +23187,196 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "a790441e88ffa46c8c746bd967c6bce1aae3969d29644d813af758e4cb397e74", + "prepared_review_unit_hash": "a91fd60a6e7532b917c949f5c6d0ff121d86aa316df4487e09872c5617be194f", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25927, - "estimated_input_tokens": 6482, - "estimated_eval_tokens": 13220 + "serialized_chars": 25934, + "estimated_input_tokens": 6484, + "estimated_eval_tokens": 13224 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25927, - "estimated_input_tokens": 6482, - "estimated_eval_tokens": 13220 + "serialized_chars": 25934, + "estimated_input_tokens": 6484, + "estimated_eval_tokens": 13224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The set is mostly a bundle of unrelated workflow-maintenance PRs. Even where the same workflow file is touched, the changes are different security/permissions/comment tweaks rather than the same concrete fix, so I would not collapse them as duplicates.", - "confidence": 0.92, + "summary": "These are mostly independent GitHub Actions/workflow maintenance PRs. The pr-ci-security-gate items are related thematically, but they change different behaviors and should not be treated as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46554 is the most substantive representative PR in the cluster: it makes the main functional security-gate change, while the other PRs are separate workflow hardening or comment-only tweaks.", + "canonical_pr_reason": "PR 46554 is the strongest single representative: it makes the most concrete security-gate behavior change and anchors the only tight subgroup in the set, while the rest are separate workflow tweaks.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46554 is the best overall representative because it changes behavior in a meaningful way and is the clearest anchor among the similar-looking workflow PRs.", + "best_pr_reason": "PR 46554 is the best overall representative because it contains the clearest functional fix in the shared pr-ci-security-gate area; the other PRs are narrower or unrelated workflow edits.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes: stdin piping for PR-comment handling vs security-gate logic in a separate file." + "reason": "Different workflows and problems: stdin handling for self-comment-ci vs security checks in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Same broad theme of workflow hardening, but they fix different paths and files; not the same bug/change." + "reason": "Self-comment-ci message piping is unrelated to PR gate permissions/approval logic." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "One changes comment input handling; the other only adds explanatory comments to a security-gate workflow." + "reason": "Different workflow and change type; this is a comment/reusable-workflow note, not self-comment-ci handling." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Unrelated workflow changes: PR comment handling vs secrets handling in the PR CI security gate." + "reason": "Unrelated workflow edits: stdin-based comment passing vs secrets hardening in PR CI gate." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both are shell-safety tweaks, but they apply to different workflows and different inputs; not one concrete fix." + "reason": "Different workflows and fixes: comment stdin handling vs commit-message parsing in build-ci-docker-images." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and purposes: SSH runner hardening vs benchmark trigger conditions." + "reason": "Unrelated workflows: SSH runner hardening vs benchmark dispatch trigger change." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Same general CI area, but distinct workflows and distinct permission changes; not the same underlying change." + "reason": "Different workflow files and goals; memory-monitor/security cleanup vs anti-slop permissions." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner security tweaks are unrelated to assign-reviewers checkout behavior." + "reason": "SSH runner maintenance is unrelated to assign-reviewers checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Both are security-flavored workflow edits, but they address different workflows and different failure modes." + "reason": "Different code paths and intents: SSH runner hardening vs PR CI security-gate checks." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner hardening and PR CI gate permissions are separate changes with no shared code-path fix." + "reason": "No shared underlying bug; these are unrelated workflow security changes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and different behavior changes; only a broad CI-label similarity." + "reason": "Anti-slop permissions change and benchmark trigger change are unrelated workflow updates." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Permissions in anti-slop vs checkout ref in assign-reviewers are unrelated fixes." + "reason": "Different workflows and unrelated fixes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different command/input handling concerns." + "reason": "Anti-slop permission scoping is unrelated to build-ci commit-message parsing." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Both touch CI/security concerns, but they are distinct workflows and distinct fixes." + "reason": "Permission scoping in anti-slop is not the same change as adding PR CI security checks." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref and benchmark trigger logic do not fix the same problem." + "reason": "Assign-reviewers checkout ref change and benchmark dispatch support are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow behavior changes in different files; not mergeable as one bug fix." + "reason": "Different workflows and fixes; no shared concrete bug." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Separate workflow concerns: reviewer assignment checkout vs PR CI security gating." + "reason": "Assign-reviewers base-ref checkout is unrelated to PR CI security-gate hardening." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark trigger conditions and build-ci-docker-images shell quoting are unrelated." + "reason": "Benchmark workflow dispatch and build-ci commit-message parsing are separate changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "No shared code-path problem; benchmark scheduling vs PR CI security checks." + "reason": "No shared underlying code-path or bug; different workflow concerns." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both are small workflow fixes, but one is commit-message parsing and the other is PR CI security gating." + "reason": "Build-ci commit-message quoting and PR CI security gating are unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Build-script quoting change and PR CI permission changes are different fixes." + "reason": "Different workflow logic in different files; not the same bug or change." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different security changes: one adds gate checks, the other adjusts permissions/conditional flow." + "reason": "Same workflow file, but different fixes: one adds file-change security checks, the other changes permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Actual gate logic vs added reviewer comments; the latter does not change the same bug or code path." + "reason": "Security-check implementation and explanatory note about the reusable workflow are not the same change." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Both are about PR CI security, but one adds checks while the other removes inherited secrets; not the same change." + "reason": "Related security theme, but distinct fix: checkout/check logic vs removing inherited secrets." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/flow control vs documentation comments in the same workflow file." + "reason": "Different behavior changes in the same workflow file; one is permissions/approval logic, the other is commentary/reusable-workflow use." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different security tweaks in the same workflow file; not the same concrete fix." + "reason": "Permissions/approval gating and secrets propagation are separate security hardening steps, not duplicates." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment-only review note vs secrets handling; no shared bug/change." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Commit-message quoting fix and security-gate comments are unrelated." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46716", - "accept": false, - "reason": "Different workflow files and different concerns: shell quoting vs secrets inheritance." + "reason": "A note about reusable workflow safety is not the same as changing secrets inheritance." } ] }, @@ -23207,7 +23406,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "816e73a4205d026c01730c0bd3de0701f58d6999c43bda39fef8217c3b974cd5", + "prepared_review_unit_hash": "b76e1f36d5a1421e62e1a8fe1b59b6f34cef01729c5b831c299af7ff93918e18", "component_budget": { "node_count": 2, "item_count": 2, @@ -23229,18 +23428,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs aim to avoid brittle source-file reading with open(), but they fix different code paths in different modules: one in import_utils and one in modeling_utils. They are related by implementation style, not by the same underlying bug or change.", - "confidence": 0.95, + "summary": "Two open PRs both replace fragile source-file opening patterns, but they target different code paths and are not mergeable as one change: one is in import_utils for package path/resource resolution, the other is in modeling_utils for attention-implementation source inspection.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "46207 is the cleaner representative of the cluster: it addresses a specific source-reading check in _can_set_attn_implementation and includes tests, while staying narrowly scoped.", + "canonical_pr_reason": "PR 46207 is the better cluster representative because its scope is clearer and self-contained: it replaces source-file opening in _can_set_attn_implementation and adds tests. PR 46152 is a separate import-utils refactor with a different mechanism and call site.", "best_issue_reason": null, - "best_pr_reason": "46207 is the stronger standalone PR: the behavior change is explicit, localized, and well-validated by tests; 46152 is a separate utility refactor in a different subsystem.", + "best_pr_reason": "PR 46207 is the strongest standalone candidate: it fixes a concrete source-reading path, has an explicit behavior change, and is easier to evaluate/merge independently than the broader import-utils path-resolution refactor in 46152.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Reject: these touch different modules and different source-reading logic. They share the broad goal of avoiding open() on source files, but they are not the same concrete bug or mergeable into one PR." + "reason": "Both relate to avoiding open() on source files, but they affect different modules and different behaviors (resource path resolution vs. attention-implementation source inspection). They do not look like the same underlying bug or a single mergeable PR." } ] }, @@ -23270,7 +23469,7 @@ "soft_pairs": [ "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "8997426ad5f14dc9f04ee8ccafc553c10aae06bd49ef57e2e5ebf458e73d8911", + "prepared_review_unit_hash": "c2a3cf54d8c987bb7c4767a6435db595658e1ed9efaa1aa208190e8c441457a7", "component_budget": { "node_count": 2, "item_count": 2, @@ -23292,18 +23491,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests add SDPA dispatch support, but they target different model families and code paths: T5 versus wav2vec2/audio models. They are related in theme, not duplicates.", + "summary": "Both PRs add SDPA dispatch support, but they target different model families and code paths: T5 vs wav2vec2/audio models. They are similar in theme, not the same underlying change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the better representative because it is the broader, more mature SDPA-dispatch change across multiple audio models and files.", + "canonical_pr_reason": "No single canonical PR: these are separate model-specific SDPA dispatch implementations for different architectures and cannot plausibly be merged into one duplicate change.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the strongest standalone PR in the cluster: larger scope, more affected files, and clearer implementation coverage.", + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, 46196 is broader, but it still addresses a distinct wav2vec2-family implementation rather than the T5 path.", "soft_edge_verdicts": [ { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Same high-level feature, but different model families and distinct attention code paths; not the same underlying bug/change." + "reason": "Same broad feature request (SDPA dispatch) but different concrete models and files; T5 and wav2vec2/audio stacks are distinct code paths, so these are not duplicates." } ] }, @@ -23399,12 +23598,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "bf86731e2f0876350023b1294523ec059221de6758f948c8faa3e4ffcb340319", + "prepared_review_unit_hash": "9694a9d6ddcc89558037252195305bd18d988c4f10f247d5b67cc5b68161da29", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23412,7 +23611,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23421,18 +23620,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Moonshine streaming sliding-window boundary bug: the right window used a strict `<` instead of `<=`. PR 46546 is the more complete change, also adding tests and a related Gemma4 boundary fix.", - "confidence": 0.96, + "summary": "Two PRs address the same off-by-one right-window boundary pattern, but one is a narrow Moonshine-only fix while the other broadens the change to Gemma4 too; I would not merge them as the same PR duplicate. The broader PR is the better representative of the fix set.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical PR because it includes the same Moonshine streaming fix as 46310, plus test coverage and an additional related model boundary correction.", + "canonical_pr_reason": "PR 46546 is the better canonical PR because it applies the boundary fix to both Gemma4 and Moonshine streaming and includes test coverage, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the most complete and likely superseding version of the Moonshine boundary fix; 46310 is the narrower earlier patch.", + "best_pr_reason": "PR 46546 is the strongest standalone candidate: it covers the same off-by-one boundary bug in Moonshine streaming and extends the fix to a related duplicated implementation in Gemma4, plus tests.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", - "accept": true, - "reason": "Same concrete Moonshine streaming bug and same line-level boundary fix in the sliding-window mask; 46546 is an expanded version of the same change." + "accept": false, + "reason": "They share the same boundary-fix pattern and issue target, but 46546 also changes Gemma4 and adds tests, so it is broader than 46310. These are related fixes, not the same concrete PR-worthy change." } ] }, @@ -23462,7 +23661,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "334b193d6a522b2587b874eb224dce4622c838669bc0486ad7cf0d4c32e0951b", + "prepared_review_unit_hash": "c52d76c9b3864833d291afabb83e6f4f6d5428557bc31e3f9f9a9d37a1ecd680", "component_budget": { "node_count": 2, "item_count": 2, @@ -23484,18 +23683,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching internals, and the other adds a HunYuan VL model implementation, docs, and tests. They do not appear to fix the same concrete code path and should not be merged as duplicates.", + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching, while the other adds a new HunYuan VL model implementation and docs/tests.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: PR #46376 is core continuous-batching infrastructure work, while PR #46417 is a model-specific addition with documentation and tests; they address different features and code paths.", + "canonical_pr_reason": "No duplicate PR pair here; the HunYuan VL PR is a standalone model addition, not the same change as the continuous batching multimodal work.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other, so there is no single best PR for the cluster.", + "best_pr_reason": "pull_request:46417 is the more complete self-contained contribution, with model code plus docs and tests; it is a better representative artifact for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different changesets: #46376 modifies continuous batching for multimodal support, while #46417 adds HunYuan VL model files, docs, and tests. They target different subsystems and are not the same underlying fix." + "reason": "Different underlying changes and code paths: continuous batching/multimodal cache and scheduler work versus adding a new HunYuan VL model package, docs, and tests. They should not be merged as duplicates." } ] }, @@ -23525,7 +23724,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "c125afcc628be39892f99721cb752fe844371fab64e56fb90fb85612af52b1a1", + "prepared_review_unit_hash": "a82812caa690bf931196fcb62feb8a0949ccfa0c60adf0ffdec2914835a905c2", "component_budget": { "node_count": 2, "item_count": 2, @@ -23547,18 +23746,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both tokenizer-related, but they fix different problems: one corrects CodeLlama decode behavior so real leading spaces are preserved, while the other fixes DeepSeek-Coder/DeepSeek-LLM checkpoint-to-tokenizer class resolution. They are not duplicates and should not be merged together.", - "confidence": 0.97, + "summary": "These PRs are not duplicates: one fixes CodeLlama decode stripping, while the other fixes DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class. They affect different model families, different files, and different code paths.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR across this cluster; the two pull requests address different bugs and should not be merged as one change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "46580 is the stronger standalone representative because it targets a specific tokenizer-loading failure with a narrowly scoped auto-tokenizer mapping fix and explicit issue linkage.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying bugs and code paths: CodeLlama decoder whitespace stripping vs DeepSeek auto-tokenizer class selection for specific checkpoints. No plausible single PR could cover both without becoming unrelated." + "reason": "Different underlying bugs and code paths: 46574 changes CodeLlama decode behavior, while 46580 changes auto-tokenizer class selection for DeepSeek checkpoints." } ] }, @@ -23588,7 +23787,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "e0c0b777b1b6367575b3491132c8cf257860bbf006a26b96e7358d4f11cc362b", + "prepared_review_unit_hash": "45087e762174b67cf9ad2cd9b43e890e7e74742f65a3a1313af5fffda14db0ab", "component_budget": { "node_count": 2, "item_count": 2, @@ -23610,18 +23809,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two Mistral PRs share a package area but implement different changes: one moves MistralConverter into the integrations package, the other adds tekken tokenizer detection/conversion/save support. They are related, but not the same underlying change.", - "confidence": 0.96, + "summary": "Two open Mistral-related PRs, but they address different changes: one is a refactor moving MistralConverter into the integrations package, while the other adds tekken tokenizer detection/conversion/save support. Shared files and subsystem overlap are not enough to treat them as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46604 is the better representative of the Mistral tokenizer work because it is the broader feature PR, whereas 46603 is mainly a refactor/move of existing converter code.", + "canonical_pr_reason": "PR #46604 is the broader, more feature-complete Mistral tokenizer change and better represents the cluster than the narrower refactor PR.", "best_issue_reason": null, - "best_pr_reason": "PR 46604 is the most representative artifact in the cluster: it introduces the main user-visible tokenizer functionality and is more substantive than the packaging-only move in 46603.", + "best_pr_reason": "PR #46604 is the most representative artifact here because it introduces concrete new tokenizer functionality rather than just relocating existing code.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Different underlying changes: 46603 relocates MistralConverter into the integrations package, while 46604 adds tekken tokenizer detection, conversion, and save utilities. Shared files/subsystem are not enough to merge them as duplicates." + "reason": "Different underlying work: #46603 moves MistralConverter into a package refactor, while #46604 adds tekken detection/conversion/save utilities. They touch the same area but do not fix the same code-path problem and should not be merged as duplicates." } ] }, @@ -23653,46 +23852,46 @@ "pull_request:46741|pull_request:46748", "pull_request:46743|pull_request:46748" ], - "prepared_review_unit_hash": "36a59ddf231f2844a45211bbd381767aa5bad31d2b1edb559a9f852ef73bced3", + "prepared_review_unit_hash": "3e18f8a32fd3620ece90e8b7c8361650963f71d5d443a66292af2f5c6f8e4995", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6684, - "estimated_input_tokens": 1671, - "estimated_eval_tokens": 3598 + "serialized_chars": 6685, + "estimated_input_tokens": 1672, + "estimated_eval_tokens": 3600 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6684, - "estimated_input_tokens": 1671, - "estimated_eval_tokens": 3598 + "serialized_chars": 6685, + "estimated_input_tokens": 1672, + "estimated_eval_tokens": 3600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests address different bugs in different code paths: Mamba2 mixer chunked-prefill/speculative decoding, CPU fallback for `grouped_mm`, and offloaded cache prefetching on hybrid models. They are thematically similar only at a very broad infrastructure level, not duplicates.", + "summary": "These are three distinct PRs that only overlap at a very high level around inference/cache behavior. The soft similarities are superficial, so neither proposed edge should be treated as a duplicate merge candidate.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46748 is the best cluster representative: it has the clearest self-contained bug fix, concrete cache/offload code changes, and added test coverage. The other PRs are narrower and target unrelated subsystems.", + "canonical_pr_reason": "No clear canonical PR: 46741 fixes chunked-prefill/speculative decoding in Mamba2 mixers, 46743 changes CPU fallback for grouped_mm, and 46748 fixes offloaded cache prefetch/device mismatch; they are separate bugs and code paths.", "best_issue_reason": null, - "best_pr_reason": "PR #46748 is the strongest standalone PR in this set because it fixes a specific runtime mismatch bug in `cache_utils.py` with accompanying tests, making it the cleanest representative change.", + "best_pr_reason": "No PR is a true global duplicate target here. If forced to pick a representative, 46748 is the broadest cache-related fix, but it still does not subsume the others.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46748", "accept": false, - "reason": "Different bugs and code paths: #46741 fixes Mamba2 mixer handling for chunked-prefill/speculative decoding in specific model implementations, while #46748 fixes cache prefetch/offload device mismatch in shared cache utilities. They would not plausibly be merged as one PR." + "reason": "Different underlying bugs: 46741 is about Mamba2 mixer chunked-prefill/speculative decoding, while 46748 is about cache prefetch/offload device mismatch on hybrid models." }, { "left": "pull_request:46743", "right": "pull_request:46748", "accept": false, - "reason": "#46743 is a CPU `grouped_mm` fallback change in `moe.py`; #46748 is an offloaded cache prefetch fix in `cache_utils.py`. They touch unrelated mechanisms and are not the same underlying change." + "reason": "Distinct code paths and failures: 46743 changes grouped_mm CPU fallback, whereas 46748 fixes offloaded cache device mismatch; they are not the same change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index ef6c82886bb68973173a90707b10cf02a0fa8ca0..87117dce5e23b0410c115435a57ed738f2886d87 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260618t180024z", + "analysis_id": "hybrid-model-20260619t000023z", "archived_artifacts": { - "hybrid": "snapshots/20260618T180024Z/analysis-runs/hybrid-model-20260618t180024z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260618T180024Z/analysis-runs/hybrid-model-20260618t180024z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260619T000023Z/analysis-runs/hybrid-model-20260619t000023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260619T000023Z/analysis-runs/hybrid-model-20260619t000023z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-18T18:07:40Z", + "published_at": "2026-06-19T00:10:57Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260618T180024Z", + "snapshot_id": "20260619T000023Z", "variant": "hybrid" } diff --git a/snapshots/20260619T000023Z/analysis-runs/hybrid-model-20260619t000023z/analysis-report-hybrid.json b/snapshots/20260619T000023Z/analysis-runs/hybrid-model-20260619t000023z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..7fa2e8b8c415e61ae9de13995863e6b2f0591e8f --- /dev/null +++ b/snapshots/20260619T000023Z/analysis-runs/hybrid-model-20260619t000023z/analysis-report-hybrid.json @@ -0,0 +1,2298 @@ +{ + "schema_version": "1.0", + 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"reason": "Liger Kernel cross-entropy call and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization bug and LoRA merge/save mismatch are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime and LoRA merge/save inconsistency are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class error are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Weight-2D training error and Jamba ZeRO-3 collective mismatch are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing FSDP mismatch and mask shape mismatch are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same component name, but the symptoms differ: CPU offload incompatibility vs uninitialized memory after materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Deepspeed Bert index error and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and custom compute_loss signature break are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert index error is unrelated to GPT-OSS MoE TP failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime and GPT-OSS AMD GPU failure are unrelated." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are different problems." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing and mistral regex patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and reverse embedding lookup are different bugs." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same underlying version incompatibility around torch 2.4.1; 46515 is just a shorter restatement of the same break." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch incompatibility and Qwen-3-8B NVFP4 runtime are not the same issue." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to GPT-OSS TP failure." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Nemotron example break are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch and MPS histogram int error are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime and TRL SFT embedding unpack failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and Qwen3.5 embedding unpacking issue are different." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Bert ZeRO-3 index error are similar class, but not the same underlying bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but one is about pipeline-task removals and the other about run-command removal." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Phi autocast dtype mismatch and MPS histogram int error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and MPS histogram int error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy call and Phi autocast dtype mismatch are different issues." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Deepspeed collective mismatch and custom compute_loss signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP issue and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy usage and mask shape mismatch are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative on the soft edges. The two accepted duplicate calls (43596/43638 and 45800/46515) are supported by the titles, and the summary does not overstate the evidence. The rest of the pairs are appropriately rejected as likely different bugs or code paths." + }, + "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-10000-481", + "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": "c3b7bc381b9d6eea9a44b3b2ffc8625c4fe24e727449f7b04e3444aa9a1714fb", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39793, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set, with one likely duplicate pair around the v5 AutoTokenizer wrong-token-ID regression. No PRs present.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45920 is the broadest and most current report of the tokenizer regression, covering multiple model families; issue:45812 is a narrower Granite-specific instance.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best represents the only clear shared bug in this cluster because it describes the same v5 tokenizer mis-tokenization problem across several affected models and is still open.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading failures, but they point to different models and different root causes (corrupted checkpoint vs missing text-encoder weights)." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility regressions, but one is torch/transformers incompatibility while the other is a distributed-build support break; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different failure surfaces: vLLM model load error versus a PyTorch distributed build regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both mention zero3/index errors, but they involve different model classes and scenarios; too broad to treat as the same defect." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and error modes: missing config attribute in vLLM versus CUDA assert during auto device mapping." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern unrelated pages and different outdated references." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated runtime/storage type error versus distributed build support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks and failures: AMD GPU model support versus table-question-answering crash." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-VL video StopIteration are unrelated code paths." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "A detokenization bug and outdated RAG docs are not the same underlying issue." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and different failures: device mismatch in Gemma4 versus video-token/template mismatch in Qwen3.5." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device-mapping mismatch are distinct bugs." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage is broader and different from the USE_DISTRIBUTED=0/PyTorch support regression." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same v5 regression where AutoTokenizer returns wrong token IDs across multiple models; 45920 is the broader manifestation." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both are checkpoint-loading problems, but the affected models and symptoms differ." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed build support." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Model runtime error versus documentation cleanup; no shared bug." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen3/sliding-window, but one is a Gemma3/vLLM config-attribute issue and the other is a Qwen3-MoE model issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Similar IndexError wording, but the contexts differ enough that this could be separate zero3 bugs." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper inference failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different load failures: unit-test model load issue versus corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic PretrainedConfig breakage are different issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic config regression do not share a code path." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are version/runtime problems, but one is deepspeed zero3 index errors and the other is torch/transformers incompatibility." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat usage, but one is a model crash and the other is a streaming chat/completions API failure." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming API failure and MPS histogram op missing for MoE are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE-related runtime errors with different ops and backends." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different execution-path bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and compile error on non-template nodes are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying regression and corrupted checkpoint are different problems." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but they occur in different model/loading contexts and are not clearly the same bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class lookup are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and pydantic PretrainedConfig breakage are separate changes." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility and Gemma4 device-mapping mismatch do not share the same failure mechanism." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are different topics." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM regression and tied-weights regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate pair is issue:45812 with issue:45920 around the v5 AutoTokenizer wrong-token-ID regression, and the rest of the soft-edge rejections are appropriately cautious. No PR mergeability concerns apply because there are no PRs present." + }, + "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-10000-481", + "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": "f4a7241b915b25749e652cdaf3bb2d440d505ab0bd4ef670afb9cfcd5ca38215", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36253, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly thematic rather than true duplicates: they span different models, error paths, and root causes. I would not collapse any pair into a single issue or PR.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out; the items are largely unrelated regressions and the soft links are too weak to represent one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for this set. The closest-looking pairs still differ in concrete code path, model family, or failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention an IndexError, but one is a generic mask/tensor shape mismatch while the other is a Qwen3.5 SFT embedding unpacking failure." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE problems: one is a torch-dynamo grouped_mm tracing error in Mixtral, the other is tensor-parallel behavior in GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and chat/completions streaming failure are different symptoms and likely different code paths." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support for gpt-oss and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "One is an init_empty_weights argument regression; the other is a pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and pydantic field validation are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage lookup are unrelated runtime errors." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image preprocessor dtype mismatch is not the same as a video feature/token count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers version incompatibility are different issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask length mismatch and the other is a zero3/BertModel empty-index access." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related, but 44479 is a broad regression across several models while 46294 is a specific Qwen3.5 chat-template mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve siglip2, but one is a quality comparison and the other is an AutoModel/pipeline output complaint; the concrete bug is not clearly the same." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "One is from_config text_config unwrapping; the other is uninitialized rotary frequency materialization after to_empty." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 installation/fallback behavior and remote-code config_class lookup are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 dtype/preprocessor mismatch is different from Qwen3.5 embedding unpacking in TRL." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality error and Qwen3.5 embedding unpacking are different code-path failures." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "These are separate model-specific issues with no shared failure mode." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both touch custom/remote code loading, but one is a cache-path collision and the other is loading the wrong custom module after save/load." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head in Mistral3 and translation-model tied weights are distinct issues." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure and flash-attn2 fallback checks are different bugs." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and translation tied weights do not share the same root cause." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "This is a DSA indexer discussion versus a docs typo; no duplicate bug here." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation tied weights are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is not the same as removed-run-command documentation drift." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation/error-message problems, but one is general input_ids/inputs_embeds XOR logic and the other is T5 decoder-input validation." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizers/models and different regression mechanisms; not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and Qwen-3 NVFP4 loading errors are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "NVFP4 runtime/loading failure and GraniteMoEHybrid invalid method calls are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "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:43054|issue:45701", + "issue:43866|issue:44403", + "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:42947|issue:43856", + "issue:24643|issue:28530", + "issue:43643|issue:45020", + "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:45081|issue:45399", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823" + ], + "prepared_review_unit_hash": "9b9ac579b355ee2ce71553f2d2dee0883137fbb64ea1b6c9bf0bd02470bc8b21", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38112, + "estimated_input_tokens": 9528, + "estimated_eval_tokens": 19312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated Transformers issues, with one clear duplicate family around non-persistent buffer corruption / uninitialized buffer data in v5 (43950, 44534, 45902).", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43950 is the most precise and general description of the core v5 regression: non-persistent buffers get corrupted during loading. It best serves as the umbrella for the closely matching buffer-junk reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the strongest representative issue because it states the underlying bug directly, is not model-specific, and aligns with the accepted duplicate reports about junk/uninitialized non-persistent buffers.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: Transformers v5 mishandles non-persistent buffers, with both issues describing junk/corrupted buffer contents on load." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both are about SigLIP2, but one is a docs/example failure and the other is degraded embedding quality; different bugs and code paths." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is a different config-loading problem, not the non-persistent buffer corruption bug." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected kwarg in CustomTrainer.compute_loss and Gemma3 ZeRO-3 loading failure are unrelated issues." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both involve low-level tensor/storage errors, but the reported failures and triggering paths are different." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "These are distinct Qwen3.5 failures: one is an autocast dtype mismatch, the other is a position_ids/SDPA math-fallback training instability." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a broad multi-model wrong-token-ID report and the other is a DeepSeek-Coder v1-specific gap; not the same concrete bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Different tokenization-related symptoms: degraded SigLIP2 text embeddings versus changed tokenization behavior across transformers versions." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted checkpoint and a noisy load-time behavior are not the same underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities and worse text embeddings are related to SigLIP2 but are different observable failures." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Both point to the same buffer initialization regression: uninitialized/corrupted non-persistent buffer state after loading/materialization in v5." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and missing all_tied_weights_keys on Molmo are unrelated model-support issues." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "The first is a flash-attn crash from 3D position_ids misinterpretation; the second is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a performance/quality complaint and the other is an implementation discrepancy with JAX." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing ineffective with LoRA and int4 CUDA reserved-memory OOM are different training/memory bugs." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and non-persistent buffer uninitialized memory are unrelated code paths." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failures: Voxtral tokenizer error messaging versus glm-4v-9b load failure." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Load-time noise and failure to load a specific model are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek Coder detokenization and a flash_attn import error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "General load noise versus a specific model load failure are different symptoms and likely different causes." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing ineffectiveness and Qwen3 MoE memory usage are different optimization problems." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training weight-shape error and early-stopping metric lookup are unrelated training issues." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code is narrower and different from the broader remote_code compatibility break." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading crash and Qwen3Moe FP8 failure are unrelated model/backend issues." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for one model and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing class and bitsandbytes Int8Params incompatibility are different failures." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram on int tensors and Gemma4 PLE device mismatch are separate backend/device bugs." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error and a GLM5 issue are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b load failure and Molmo tied-weights attribute error are distinct model-support problems." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code model compatibility regressions and Gemma4 device-mapping mismatch do not share the same concrete bug." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and flash-attn2 fallback blockage are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like failing in TOKENIZER_MAPPING_NAMES is a registration bug, not the broader remote_code regression." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility and tie_word_embeddings warnings in Qwen3.5 are different issues." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and Gemma4 device mismatch are different backend errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The non-persistent-buffer family around 43950/44534/45902 is well supported by the issue titles, and the non-matches are generally phrased cautiously without overstating duplicate status or shared root cause. No mergeability concerns apply here because there are no PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "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:44928|issue:45588", + "issue:41553|issue:44488", + "issue:41093|issue:44805", + "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": "64d5b6c3c4c9b60de49aa23e89108fb4bedc50343b8342e15f9a2e43c1b3995b", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "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": "Mostly unrelated regression reports, with a few clear duplicates around v5 docs cleanup, the `_is_hf_initialized` kwarg incompatibility, and a Whisper/fbank loading failure.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative regression report in the set, covering recent-version breakage across remote-code models rather than a single narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the strongest umbrella candidate: it is clearly user-facing, broadly scoped, and likely to attract related model-loading regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Same general tokenizer/regression theme, but different concrete bug: remote_code model breakage vs Kimi-K2.5 codec handling." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit opposite conversion directions and don\u2019t clearly share the same underlying defect." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs cleanup problem: lingering references to removed pipeline tasks after v5 removals." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions affecting DeepSeek models, but the titles point to different model families and different failure modes." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different bugs: tied lm_head weights in Mistral3 vs silent corruption of non-persistent buffers during from_pretrained()." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve auto model loading, but one is config unwrapping for multimodal Qwen and the other is a remote-code config_class AttributeError." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` constructor-kwarg incompatibility during model loading/init_empty_weights." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both are model-loading failures, but they involve different mechanisms: FineGrainedFP8Config vs bitsandbytes kwarg incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both are recent loading regressions, but one is broad remote_code breakage and the other is a specific missing `config_class` attribute." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Likely the same audio-feature bug: Whisper failing to run points to the `_torch_extract_fbank_features()` problem." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed/Qwen, but one is weight conversion under accelerate+deepspeed and the other is gradient averaging with GAS." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading issues, but one is a bad error message for Voxtral and the other is a hard failure for a different model." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Different training/config bugs: gradient checkpointing ineffective with LoRA vs a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Completely different failure types: a Trainer signature change vs a tensor-mask shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading problems, but the model variants and symptoms differ enough that this is not clearly the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-specific checkpoint loading failures (GLM-4.7-Flash vs NemotronH)." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input regressions in Qwen models, but the titles suggest distinct failures rather than one shared code-path bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated problems: RLHF NaN explosion from SDPA/math fallback vs flash_attention crashing on `s_aux=None`." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both involve tokenizer/model loading, but the model families and failure modes are different." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The same shape-mismatch wording appears, but the underlying tensor sizes and reports are too different to treat as a clear duplicate." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed weight-shape error vs image processor void-segmentation-map handling are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different issues: Qwen3.5 PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading issues, but they concern different architectures and distinct failure modes." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and a Phi MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "One is a Deepspeed ZeRO-3/BertModel init crash; the other is a torch version incompatibility report." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen-related problems: GGUF architecture support vs sliding_window behavior." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen3.5/VL rotary/position handling, but one is still-image temporal scaling and the other is uninitialized-memory materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is an FSDP2 attention KeyError and the other is a device-mismatch forward bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are conservative: the docs cleanup pair and the `_is_hf_initialized` pair are well-supported by the titles, and the Whisper/fbank pair is phrased cautiously as likely the same bug. The rejected pairs also stay on the conservative side by avoiding over-claiming duplicates where the titles indicate different 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": 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-10000-481", + "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:43644|issue:44534", + "issue:38175|issue:39692", + "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": "1ce97ad3f5b1adbff6cdbc06ca72f3f0e0ca539175562b4c9835e7fb43a4bf13", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37773, + "estimated_input_tokens": 9444, + "estimated_eval_tokens": 19144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose collection of unrelated Transformers regression reports, with a few true duplicate pairs around the same underlying bug (custom model init, SigLIP2 output corruption, non-persistent buffer loading, and BERT checkpoint loading).", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43644 is the best canonical issue here: it states a clear Transformers 5.0.0 regression, has an exact duplicate in 44534, and captures the core non-persistent-buffer bug more cleanly than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the strongest overall representative because it is broad, clearly phrased as a regression, and has the clearest duplicate evidence in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Unrelated failures: DeepSpeed/BERT zero3 index error vs a generic torch version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs: GGUF gpt-oss support vs a Float8 storage lookup/deserialization error." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model-specific multimodal bugs with no clear shared code path." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio/ASR inference issues; the symptoms and model paths do not match." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different problems: missing Qwen2_5_VL import vs meta-device loading breakage." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "One is a non-persistent-buffer regression; the other is an OCR long-input index error." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config vs meta-device loading." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated issues in different subsystems and models." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: both describe Transformers 5.0.0 breaking custom model initialization; 43645 is just a notebook-specific repro." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5-related bugs with different failure modes and code paths." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both involve attention/compile paths, but they are distinct bugs with different models and failure mechanisms." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different incompatibilities: torch>=2.9 flex_attention compilation vs torch 2.4.1 compatibility." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: 3d_parallel.py runtime failure vs GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Completely different failures: import error for GenerationMixin vs Qwen3Moe FP8 config." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and do not look like the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Different issues: Gemma4 device mismatch vs a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Config/mapping failure vs a runtime device placement bug; not the same underlying defect." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different runtime errors on different model paths." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 bug family: both report google/siglip2-base-patch16-224 producing wrong/zero outputs through standard model usage." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 long-input index error." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but the model families and concrete failures differ too much to treat as the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: DeepSpeed/BERT zero3 indexing vs add-new-model-like tokenizer mapping logic." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures with no evidence of a shared code path." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map/offload loading vs mmap OOM on Strix Halo are not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different issues: tokenizer-mapping helper failure vs mask/tensor shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different loading/compatibility problems affecting unrelated mechanisms." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact duplicate non-persistent-buffer regression in Transformers 5.0.0." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related model family, but one is wrong probabilities and the other is a docs-example mismatch/quantization issue; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen issues with different triggers and failure modes." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated model FP8 failure vs Strix Halo mmap OOM." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and different APIs; not the same underlying defect." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Same loading regression class: both report specific BERT checkpoints failing to load on the current version, with 44488 as a follow-up repro on another model." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different flash-attention/generation failures." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype handling, but one is composite-checkpoint loading and the other is from_config/config staleness; not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet and mostly conservative. The canonical choice of 43644 is well supported by the near-identical 44534 duplicate, and the rejected soft pairs are generally justified by distinct titles and failure modes. The accepted soft pairs are phrased cautiously enough as same-bug family or close repros rather than exact duplicates." + }, + "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-10000-481", + "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:43644|issue:43645", + "issue:43856|issue:43873", + "issue:44488|issue:44991", + "issue:43856|issue:44387", + "issue:43257|issue:43854", + "issue:43854|issue:43931", + "issue:39692|issue:43994", + "issue:42491|issue:45292", + "issue:43708|issue:44075", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "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" + ], + "prepared_review_unit_hash": "e4c8203e8066e7c3bea47a0e9caf871ea8ed4512a746d4c90a755d46221c1a15", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35909, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers issues with a few small duplicate-like subpairs around embedding resizing and lm_head weight tying. I would not merge the cluster wholesale.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45292 is the cleanest, most general representative of the resize_token_embeddings regression: it states the shared symptom without overfitting to one model family.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the best issue anchor because it is concise and model-agnostic, making it the strongest representative for the embedding-resize subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but different bugs: ZeRO-3 load failure for language_model vs save_pretrained writing wrong visual-encoder keys." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated models and failures; no evidence of the same code path or fix." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is non-persistent buffer initialization and the other is Jupyter/custom-model initialization; different underlying bugs." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: Qwen3 MoE training memory usage vs quantization offloading not behaving as expected." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading reports, but for different models and likely different root causes." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "One is training memory inefficiency, the other is int4 reserved-memory/OOM behavior; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different loading paths; no shared concrete bug is evident." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different model families." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs example with model/processor mismatch plus quantization failure, while the other is a runtime inference quality issue." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/qwen3_moe compatibility on hf5.x is unrelated to a generic resize_token_embeddings regression." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Resume/max_steps bookkeeping and SGD argument handling are separate Trainer/optimizer issues." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-related failures with no shared code-path evidence." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is unrelated to save/load breakage after sinq quantization." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument rejection are different loading/saving bugs." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer stacks and model families." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different crashes in different surfaces: chat integration vs serve processor attribute access." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "These are the same class of bug: resize_token_embeddings does not propagate to tied/output embeddings in two model variants, and one shared fix is plausible." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is an illegal-memory-access position_ids bug and the other is an AttributeError on sink-less models." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model load failures; no clear shared root cause." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both describe the same underlying failure to tie lm_head weights, leading to broken generation across two model variants." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is not the same as a meta-device model-loading bug." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offload behavior and int4 reserved-memory OOM are related only broadly, not as the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation/example issues are unrelated to GLM5 model-loading concerns." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and T5/apex memory leak are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and AudioFlamingo3 batched inference token leak are different failures." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "FSDP2 KeyError in Gemma4 attention and Qwen 3.5/3.6 config unwrapping are different code paths." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and disabling mmap on Strix Halo are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 attention failure and Qwen3.5 CPU-offload incompatibility are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most items are clearly unrelated by title, and the two accepted soft pairs are reasonably conservative same-bug embeddings/tied-lm_head groupings. No verdict overstates 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": 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-10000-481", + "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:43957", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue: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:44387|issue:44756", + "issue:43335|issue:45663", + "issue:43957|issue:44756", + "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:43381|issue:44928", + "issue:44164|issue:44756", + "issue:43854|issue:45216", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "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" + ], + "prepared_review_unit_hash": "f03e8af55ebd44fe5a2044fd627ca585dbca4d96412d62cc26f36867f5fe9ac0", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37888, + "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 heterogeneous, with several unrelated Transformers regressions. The only clear duplicate family is the resize_token_embeddings propagation issue across multiple model variants; most other soft pairs share a subsystem or vague symptom but not the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45292 is the best representative of the clear duplicate subcluster: it states the generic resize_token_embeddings/output_embeddings failure, and the nearby Gemma4 and t5gemma reports look like variants of the same embedding-resize bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest issue to anchor this cluster because it is the most generic formulation of the shared embedding-resize regression and links directly to the only clearly duplicate pairings.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/loading failures, but the model types and failure modes differ; no clear same-root-cause evidence." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is int4 reserved-memory growth and the other is Strix Halo mmap behavior; different bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: sparse-layer construction vs Gemma4 FSDP2 shared_kv_states handling." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading and mmap/OOM are unrelated failure mechanisms." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is ineffective with PEFT LoRA and the other is eval-mode restriction." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and distinct bugs: track embedding leakage vs device mismatch." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Same broad Nemotron area, but checkpoint loading failure and example breakage are not clearly the same underlying issue." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings regression: one is Gemma4-specific, the other is the generic output_embeddings failure." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MoE MPS histogram error is unrelated to the Nemotron example issue." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both touch model loading/configs, but video regression and granite_speech strict-config loading are different bugs." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Checkpointing/eval-mode vs RLHF gradient explosion from 3D position_ids are different problems." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Both are loading regressions, but the models and failure signatures differ; no same code-path evidence." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux handling and Gemma4 FSDP2 shared_kv_states are different code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is file permission propagation during save_pretrained; the other is loading the wrong custom module." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but BPE marker handling and continue_final_message logic are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same core bug: resize_token_embeddings fails to update the model\u2019s relevant embedding/output weights across architectures." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different dtype/device mismatch scenarios with different triggers and model families." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization and resume_from_checkpoint max_steps calculation are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab mismatch vs model loading failure; not the same underlying defect." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom model init vs extra_state save/load handling are different issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to Strix Halo mmap/OOM." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and autocast dtype mismatch are different failure modes." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs and convert_tokens_to_ids performance regression are not the same bug." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression vs CodeLlama round-trip spacing bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and generic tokenization changes are not the same issue." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are custom-model loading regressions, but the specific failure conditions differ enough that they should not be merged as duplicates without stronger evidence." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache group-type crash and template-node compilation error are different code paths." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 compatibility and Gemma4 device mismatch are different problems." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and Mistral-3 image-preprocessor dtype mismatch are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Storage-object lookup failure and non-template-node compilation error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask shape IndexError are different issues despite both being regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The resize_token_embeddings family around issue:45292 is the only clearly supported duplicate subcluster, and the other soft-edge rejections do not overclaim shared root cause. No mergeability issues for PR pairs were present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "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:43906|issue:44530", + "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:43716|issue:45084", + "issue:36032|issue:42915", + "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:42915|issue:44530", + "issue:44451|issue:44987" + ], + "prepared_review_unit_hash": "44771e26f312b0577c508d11f967432dae5c2c588468cb49443687d7226b2dba", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37109, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of superficially similar Transformers regression issues, but they span different models, code paths, and failure modes (tokenizer loading, model loading, quantization, cache/offload, docs, and training/runtime errors). The shared v5-era wording makes them look related, but they are not the same underlying bug, so no soft edge should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44462 is the broadest and most generic tokenizer-loading regression in the set, with a clear root-cause style description that could anchor related tokenizer reports better than the more model-specific tickets.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the best representative issue for the cluster because it is the most generally phrased loading regression and has direct references, making it the strongest canonical anchor among noisy near-matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Different bugs: one is an isolated reproduction of an older issue, the other is a Qwen3.5 cache/group-type crash." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different pipeline/task deprecations and not the same documentation defect." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Unrelated failures: Torch 2.10 compatibility vs Qwen3.5 input-embedding unpacking in TRL SFT trainer." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Different subsystems: SigLIP2 model/pipeline output quality vs ModelOutput key assignment logic." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both mention tokenizer behavior, but they affect different models and different loading paths." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check is unrelated to Perceiver non-default-resolution image classification." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer class construction error vs gguf_file loading path breakage; not the same code path." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling is different from AutoModelForCausalLM.from_config text_config unwrapping." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption and mistral_common continue_final_message are distinct bugs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and Qwen3-VL weight-shape mismatch are separate model-loading failures." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction of an older issue is not the same as a tokenizer chat-template bug in mistral_common." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer loaders and different model families; no shared underlying defect." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency is unrelated to Strix Halo mmap OOM handling." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3/BertModel indexing and compiled flex_attention on torch>=2.9 are unrelated runtime errors." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Checkpoint extra_state handling and video-input regression in v5.3.0 are separate code paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different model/tokenizer loading failures: sleng-bert loading vs Mistral regex patching." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they involve different repositories and distinct breakages." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "One is a base_model_prefix loading regression; the other is non-persistent buffer initialization corruption." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizers, but one is tokenizer.json precedence and the other is DeepSeek-Coder output correctness after a prior fix." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE marker handling and Mistral3 lm_head weight tying are unrelated defects." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is unrelated to template-node compilation errors." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer attribute conflict and Qwen3Moe FineGrainedFP8Config failure are different model-specific issues." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and Whisper return_language regression do not share a code path." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure mismatch and Sam3Model text-encoder weights not loading are different model API regressions." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload-related, but XLNet CPU arange and Qwen3_5Moe rotary embedding offload compatibility are separate bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model-generation helper failure and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is not the same as the Qwen3.5 paged-attention cache crash." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both touch Qwen models, but one is FineGrainedFP8Config loading and the other is cache backend group-type validation." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading regressions for unrelated repositories and failure modes." + } + ] + }, + "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-10000-481", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43089", + "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: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:43582|issue:43632", + "issue:40990|issue:43421", + "issue:43644|issue:43646", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:42175|issue:46178", + "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:43883|issue:44991", + "issue:44403|issue:45081", + "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:43994|issue:44610", + "issue:42915|issue:44291", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:43089|issue:45987" + ], + "prepared_review_unit_hash": "4065dfee8f80647ee3b78a269b3e8cf5e424a7c9e5f4d8fe3282ecaa7c9f45cd", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37689, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated closed issues, with a loose concentration around Transformers v5 regressions, model loading, and audio/model-init edge cases. None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43632 is the broadest representative of the v5 initialization regression family, but the overall set is too heterogeneous to justify a single canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs _is_hf_initialized flag regression; different code paths and fixes." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity/quality issue on gpt-oss-20b vs tokenizer post-processor update at runtime; unrelated behavior." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer junk and the other is custom model initialization; not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking vs multimodal iterable dataset failure; different subsystems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper decode skip_special_tokens handling vs empty transcription after align_special_tokens; different failure modes." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but one is an unsupported center arg regression and the other is a separate _torch_extract_fbank_features issue." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Package extras missing tensorflow backend vs BACKENDS_MAPPING rejecting tensorflow_text; install/backend issues, not duplicates." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys vs model loading failure for a specific checkpoint; distinct model-loading bugs." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "IterableDataset multi-image prompt failure vs mistral_common continue_final_message bug; unrelated multimodal/tokenizer issues." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5Tokenizer add_special_tokens name conflict vs Jupyter custom-model init regression; different root causes." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a generic gguf_file from_pretrained breakage and the other is a Qwen2.5-GGUF v5-specific failure." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation TypeError vs GraniteMoEHybrid invalid method call; unrelated bugs." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized device_map=auto offload failure vs Qwen2.5-GGUF loading failure; different loading paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Two separate model/tokenizer load regressions on different models and failure points; not the same underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs MIMI padding-mask batching bug; different components." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "GraniteSpeech PEFT local checkpoint loading vs mistral_common continue_final_message; unrelated loading vs generation behavior." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs template compilation error; different code paths." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata vs tokenizer loading failure; no shared root bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise vs Mistral regex patch crash; unrelated issues." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward vs StaticCache length contract bug; both generation-related but not the same defect." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression vs non-persistent buffer junk; same release family, different bug." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init failure vs non-persistent buffer junk; distinct symptoms and fixes." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "lm_head weight tying bug vs device-dependent serialization inconsistency; related theme, but not the same concrete issue." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope index scaling bug; different models and behaviors." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding-mask issue vs DAC.from_latents vs forward mismatch; both audio, but different mechanisms." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 nonsensical outputs vs OmDet-Turbo processor image-size mismatch; unrelated vision bugs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs init_empty_weights unexpected _is_hf_initialized arg; different initialization/quantization problems." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for ScandiBERT vs Mistral tokenizer backend_tokenizer crash; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "v5.1 model load regression vs Mistral regex patch tokenizer crash; different models and failure sites." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric lookup vs num_input_tokens_seen not updating; trainer issues but unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name conflict vs KeyError loading MobileLLM-125M; separate bugs." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both are float8-adjacent, but one is a model/config failure and the other is a missing storage-object type; different layers." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs cache sequence-length return type bug; performance vs API contract, not duplicates." + } + ] + }, + "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-10000-481", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42796", + "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:44062", + "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:44987", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710" + ], + "soft_pairs": [ + "issue:44265|issue:44610", + "issue:44062|issue:44987", + "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:43632|issue:44756", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:43792|issue:44589", + "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:35707|issue:40444", + "issue:43482|issue:43525", + "issue:43482|issue:45538", + "issue:43632|issue:44534", + "issue:41553|issue:43582" + ], + "prepared_review_unit_hash": "5b3a90f04dac268f76efef197ead297c88b37ae7b496e2993d4a1171d9b98691", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35636, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model-/feature-specific bug reports that only share superficial wording (tokenizers, Qwen, loading, regressions). The only plausible duplicate pair is the Qwen3.5 save_pretrained regression reports.", + "confidence": 0.9, + "canonical_issue_reason": "No single global canonical issue for the whole cluster; the items are heterogeneous. If forced to anchor on the only clear subcluster, issue 45216 is the best representative for the Qwen3.5 save_pretrained regression family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the strongest representative because it matches the only likely duplicate mini-cluster (with 45357) and has the broadest regression description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Different failures: torch.export/torch_compilable_check vs a processor image-size mismatch. Same broad vision stack, but not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading/tokenizer behavior, but one is an AddedToken keyword conflict and the other is a v5 loading failure for a specific model; roots are different." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different models and code paths: Llava Next loading segfault vs Qwen3OmniMoe video processing ValueError." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is a video-input regression and the other is a still-image rope/position-id scaling issue." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression family: one reports incorrect checkpoint output generally, the other pinpoints wrong visual encoder keys from the same save path." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated: tokenizer method-name conflict vs Qwen3 auto device mapping causing cudaErrorAssert." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Distinct problems: Qwen3-MoE sliding_window behavior vs strict config blocking granite_speech loading." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both tokenizer-related, but one is a loading regression for a specific tokenizer and the other is a performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Different concerns: torch version incompatibility vs noisy loading output." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different models and symptoms: PaddleOCR-VL load failure vs Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated code paths: fbank feature extraction vs compiled flex_attention on newer torch." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen2.5-VL, but one is iterable-dataset finetuning with multiple images and the other is a still-image temporal-position regression." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizers and failures: Granite token ID regression vs CodeLlama leading-space round-trip issue." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated regressions: _is_hf_initialized flag breakage vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise on model load is not the same as a tokenizer loading failure for a specific model." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "One is eval-mode gradient checkpointing usage, the other is a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs: Whisper runtime failure vs missing Float8 storage registration." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training reports, but they describe different model versions and different failure modes." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different compatibility issues: init_empty_weights/_is_hf_initialized vs Float8 storage lookup." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely different symptoms and subsystems: perplexity regression vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker bug vs downstream accuracy regression after upgrade; no shared code-path evidence." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/training scenarios and different model families; not a duplicate." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Both are load-time issues, but one is GGUF/v5 compatibility and the other is a missing config attribute; distinct bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "No meaningful overlap: GGUF loading failure vs CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions affecting different internals; one is a flag, the other is buffer initialization." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and AppleSilicon allocator TypeError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is heterogeneous, and the only clearly supported duplicate subcluster is 45216/45357. The soft-edge verdicts are mostly conservative and the accepted pair is plausibly the same Qwen3.5 save_pretrained regression family. No evidence of overstating beyond the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "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:43531", + "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: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: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:44462|issue:45812", + "issue:43818|issue:46402", + "issue:43611|issue:43646", + "issue:43818|issue:45357", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:42175|issue:43296", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:43792|issue:43957", + "issue:43454|issue:44466", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:45325|issue:45834", + "issue:40444|issue:45381", + "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" + ], + "prepared_review_unit_hash": "156fe70f6415e31e80a43c13f87527ee949cba1c0c66203cded97fe57a5c7208", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36010, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a collection of distinct regression reports, with only a few clear duplicate pairs. The strongest matches are the v5 model-init/loading regression, the SigLIP2 output discrepancy, and the Qwen2.5-VL position-id/rope-index bug. The 43644/44534 pair should be described conservatively as a near-exact title/regression match, not an exact title match.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43644 is the best canonical issue because it is the earlier report and the closest title/regression match for issue:44534; both describe the same Transformers v5 non-persistent-buffer bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue because it names the v5 buffer regression most directly and can anchor the near-duplicate pair with issue:44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: device_map/offload loading failure versus Qwen3 MoE training memory usage." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different code paths: Qwen3-MoE sliding_window behavior versus init_empty_weights/_is_hf_initialized loading error." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow availability, but these read as different packaging/runtime failures rather than the same concrete bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer-related but not the same bug: runtime post-processor updates versus BOS/EOS not being added." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different failure modes and model behaviors; these do not look like one fixable regression." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate regressions." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated areas: CUDA assert with device mapping versus tokenizer regex patch crash." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but they affect different behaviors and appear to have different root causes." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different failures; no clear shared code path." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same v5 model-initialization/loading regression affecting custom model subclasses and could plausibly be fixed together." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and failure modes; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Batching/padding-mask mismatch versus NaNs from sliding-window all-padding windows are related only at a high level." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization and ModelOutput key assignment are unrelated regressions." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging issue versus PaddleOCR-VL load failure in vLLM; not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is unrelated to ModelOutput key handling." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to the bfloat16 dtype mismatch report." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper execution failure and meta-device loading breakage are different problems." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Related around tied weights/lm_head, but the concrete bugs differ: weight tying failure versus device-dependent serialization." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy causing wrong outputs versus expected behavior." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL rope/position-id regression in transformers 5.3.0, with still-image and video symptoms." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id bug and Kosmos2.5 OCR index error are unrelated model-specific failures." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but the finetuning/multi-image dataset failure and the position-id regression are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and different failure modes; not the same regression." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "The _is_hf_initialized/init_empty_weights regression is unrelated to strict granite_speech config loading." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized loading/init regression and bfloat16 dtype mismatches are separate issues." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tokenization changing across transformers versions." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL position-id scaling are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to Qwen2.5-VL vision position ids." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL model loading in vLLM and torch/transformers incompatibility are different problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates one key point: issue:43644 and issue:44534 are not an exact title match in the packet ('fills non-persistent buffers with junk' vs 'Transformers v5 fills non-persistent buffers with junk'), so the canonical_issue_reason is too strong. It should be phrased as a near-exact title match / same regression, not exact. A couple of the accepted soft edges also feel plausible rather than clearly proven, so the overall wording should stay more conservative." + }, + "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": 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-10000-481", + "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:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "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:44479|issue:45823", + "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:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:46305|issue:46315", + "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:43526|issue:43883", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704" + ], + "prepared_review_unit_hash": "24735a366b5e0d9e766fafc9564627cc55d917f0d83b2063a0336d35caf9218b", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36858, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous: most items are distinct model-, tokenizer-, training-, or loading-specific bugs that only share broad subsystem vocabulary. I\u2019d treat issue 43873 as the best canonical issue because it is the broadest offload/quantization regression and one soft pair (43317) looks like a plausible concrete instance of it.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43873 is the broadest and most central load/offload/quantization regression in the set, and it cleanly subsumes the one plausible duplicate (issue:43317) better than the other candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative of the cluster\u2019s most repeated failure mode: loading/offloading under quantization with device-map behavior. It is still only a partial fit because the rest of the items are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failures: a video-input regression vs a Gemma4 device-mismatch bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Both involve loading/export trouble, but one is Bark CPU offload and the other is torch.export with torch_compilable_check; different bugs." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated code paths." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "GPT-OSS perplexity on WikiText-2 and Whisper empty-transcription failure are distinct symptoms with no shared bug signature." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map cuda asserts." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and generation with inputs_embeds/past_key_values are different features and failures." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and likely different root causes." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying failure in AyaVisionConfig and torch.compile SDPA failure in Bamba-9B-v2 are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is not the same bug as DAC.from_latents differing from forward due to missing STE." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 do not match the Qwen2.5-VL iterable-dataset multi-image finetuning failure." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to export failures triggered by torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device placement, but the models and failure modes are different." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoding is unrelated to OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "A sliding-window off-by-one and tokenizer conversion slowdown are different regressions." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion during accelerate/deepspeed loading is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Special-token insertion failure for one tokenizer is not the same bug as broad wrong-token-id regressions across several models." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying and bfloat16 dtype mismatches are separate issues." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "Both point to the same accelerate/device_map offload + quantization loading path; 43317 reads like a concrete instance of 43873." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT label reduction and Molmo tied-weights attribute errors are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "A CUDA assert on Qwen3 auto device mapping and a Llava Next segmentation fault are different load-time failures." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss API breakage is unrelated to running 3d_parallel.py." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are not clearly the same underlying bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in one config and failing to unwrap text_config in composite multimodal configs are different config bugs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfaults and sinq save/load breakage are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Label reduction in an image processor does not match a missing all_tied_weights_keys attribute." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Same as above: different models and different failure modes." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying in AyaVisionConfig and BitNet packed-weight unpacking are separate issues." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Padding-mask inconsistency in MIMI and Perceiver non-default-resolution failure are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and ineffective gradient checkpointing with PEFT LoRA are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM and apex FusedRMSNorm memory leak are different memory issues with different causes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the cluster is indeed mostly heterogeneous, and 43873 is the strongest canonical choice among the load/offload/quantization-related items. The only accepted soft pair, 43317 vs 43873, is a conservative and plausible match based on the titles alone. 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": 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-10000-481", + "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:43881", + "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:43881|issue:44991", + "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:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44008|issue:45823", + "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": "80ffa973683baf247f05f211d765e8008f0bdef86e1232ead3d832d0b6c7e2e4", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37328, + "estimated_input_tokens": 9332, + "estimated_eval_tokens": 18920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous bug reports with one plausible duplicate-like pair around custom model initialization/from_pretrained behavior in Transformers v5; the rest are different model-, tokenizer-, offload-, or training-specific issues.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43646 is the broadest, most central framework-level regression report in the set and best matches the only near-duplicate custom-loading symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best anchor for this cluster because it is the most general implementation-level issue, but the cluster is still largely non-duplicate noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different loading failures; only broadly about loading/tokenizers." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen-family models, but one is device-mapping/assertion during load and the other is flash-attention generation behavior." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated trainer API mismatch vs Qwen3-MoE fine-grained FP8 failure." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both touch save_pretrained serialization, but they concern different model components and distinct bugs." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Different regression classes: strict config loading vs tokenizer loading for a specific model." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batching shape bug is unrelated to tokenization/version-dependent text behavior." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression is not the same as tokenization changes." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same Sam3 family, but different subsystems: pixel decoder dummy layer vs text encoder weight loading." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different failures: Qwen2-VL device mapping vs 3d_parallel.py runtime issue." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both are offload/memory-related, but they describe different mechanisms and platforms." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes vs dtype mismatches are unrelated bugs." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume iterator bug is unrelated to early-stopping metric detection." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: torch.compile/SDPA vs accelerate loading of packed BitNet weights." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype loading issue vs trainer max_steps calculation bug." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both mention saved/tied weights, but the affected models and concrete failures differ." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer API regression is not the same as generic version-dependent tokenization changes." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to CPU offload device mismatch." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": true, + "reason": "Both point to the same custom model/from_pretrained initialization path breaking under Transformers v5, with closely matching symptoms." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-tokenizer/processor bugs for different models and inputs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image resolution handling, but the model families and failure modes differ." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and dequantized device_map offload failure are separate loading/runtime bugs." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma model variants and different forward-path problems." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the 3d_parallel.py execution issue." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both affect serve/multimodal processors, but they fail in different code paths with different missing attributes." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only file permission propagation are distinct save/trust_remote_code issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model-parallel problems: auto device mapping vs tensor-parallel-only failure." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug and StableLmConfig pad_token_idx regression are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT MLM prediction regression is unrelated to Qwen3.5 recurrent-state caching." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3-MoE FP8 failure is unrelated to kernels import/version constraints." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen device-mapping failure." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different tokenizers and different task/padding behaviors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted pair, issue:43646 vs issue:46665, is plausibly related through custom model/from_pretrained loading in Transformers v5, while the rest of the soft-edge rejections are appropriately cautious and 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": 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-10000-481", + "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:44387|issue:45701", + "issue:43540|issue:43782", + "issue:44492|issue:44509", + "issue:29159|issue:36032", + "issue:43606|issue:43720", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43388|issue:45059", + "issue:43606|issue:43653", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:45357|issue:46402", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:44625|issue:45479", + "issue:43644|issue:46665" + ], + "prepared_review_unit_hash": "b370365e254ff8977dd5fc4dbba60464f35e01cd358a9c712a522e5cb11f8db1", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36380, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like the same underlying bug/change. The set is a heterogeneous mix of unrelated tokenizer, config, multimodal, offloading, and docs issues.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share a single underlying root cause.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No issue is a good global representative; selecting any one would mischaracterize the unrelated set.", + "best_pr_reason": "No pull requests are present.", + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and a GLM-4v model loading failure are unrelated subsystems and failure modes." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is GPTNeoX rotary_pct reload behavior; different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 MoE FP8 config loading and Llava Next segmentation faults are different model/loading paths with no shared root cause." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric resolution and void segmentation map processing are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "A MacOS CLIP bus error and generation with inputs_embeds/past_key_values are distinct issues." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void-segmap handling and BarkProcessor voice_preset behavior are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading memory usage and a T5 RMSNorm memory leak are different code paths and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile+SDPA failure and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "An int4 quantization OOM and a tokenization-version change are not the same underlying change." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video processing and Qwen3VL weight_only loading errors affect different models and logic." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and stale docs about removed pipeline tasks are unrelated documentation issues." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and T5Tokenizer load-time add_special_tokens name conflict are different tokenizer bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch in Bark and packed-weight unpacking in BitNet are different accelerate-loading failures." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization and from_pretrained inside Python classes are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and composite Qwen multimodal config unwrapping are distinct configuration issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "A800 cudaErrorAssert under auto device mapping and GraniteSpeech PEFT local checkpoint loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local path import warnings and undefined variables in a multimodal video token-count path are different issues." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels and SAM3 text/bounding-box behavior are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "A device-mismatch offload bug and a tokenizer special-token registration bug do not share a root cause." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor serve crash due to missing _tokenizer and Qwen3.5 streaming chat/completions failure are different serving bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cuda assertions are different models and failures." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect save_pretrained visual encoder keys and missing text encoder weight loading are opposite-direction multimodal serialization bugs on different models." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a Float8 storage lookup error are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different Qwen bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both mention tokenizer loading, but they involve different models and no evidence of the same underlying regression." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init validation and Qwen3.5 num_labels propagation are unrelated config issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and degenerate zero-loss single-label classification are different bugs." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk values and from_pretrained behavior inside Python classes are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "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:44898|issue:45072", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:43381|issue:43844", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:45704|issue:45923", + "issue:43381|issue:45704", + "issue:43531|issue:43645", + "issue:43421|issue:43927", + "issue:46655|issue:46693", + "issue:43746|issue:46050", + "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:39692|issue:43873", + "issue:44514|issue:44545", + "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": "3ebdad3fa7153436e70504979b8e3884102bb4f08f0e5d88154cc11afa5e62ff", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37069, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs span many unrelated tokenizer, vision, loading, and training bugs. I would only merge one pair as a true duplicate: the two Qwen2_5_VLProcessor.apply_chat_template batched-input crashes. All other soft edges look like similarity from shared subsystem wording rather than the same underlying defect.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 44514 is the clearest canonical for the only true duplicate pair (44514/44545): same Qwen2_5_VLProcessor.apply_chat_template batched-input crash, with the earlier and cleaner report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the strongest global issue candidate in this set because it has an exact duplicate and a narrowly scoped, well-defined failure mode; the rest of the items are mostly unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Both are model-runtime bugs, but one is Perceiver resolution handling and the other is bfloat16 dtype mismatch; different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer AddedToken argument conflict vs model loading failure for ScandiBERT; no shared underlying defect." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different problems: one is loading a physical-intelligence/fast model, the other is PIL image processors requiring torchvision." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the ZeRO-3 gradient blow-up regression." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen fine-tuning, but one is a tie_word_embeddings warning and the other is wrong visual encoder keys on save_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc/example errors are unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert and T5 apex RMSNorm leak are different bugs." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex memory leak in T5 is unrelated to missing supports_gradient_checkpointing on a trust_remote_code model." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Different failures: eval-mode gradient checkpointing vs a T5 normalization memory leak." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Jupyter custom-model initialization are separate issues." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "SmolVLM video padding bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT adapter local-checkpoint loading and sinq quantized save/load breakage are different persistence paths." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT input-embedding unpacking and trainer.evaluate after train are not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline/tokenizer loading, but one is generic cache loading and the other is an unconditional model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen multimodal config handling is unrelated to the missing gradient-checkpointing flag." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/example issues do not match the quantization offloading regression." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; only title formatting differs." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer cache correctness and T5 decoder-input error messaging are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT adapter loading and quantization offloading are different load-time problems." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 wrong outputs in AutoModel/pipeline and CamemBERT masked LM regressions are separate model-specific bugs." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor refresh and BigBirdTokenizer mask-token registration are related broadly to tokenizers but not the same defect." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void segmentation map failure is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "TokenizersBackend special-token refresh does not match LayoutLMv2Tokenizer NER/padding crashes." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are different multimodal loading/runtime issues." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch mistral_regex/tokenizers, but one is an AttributeError in regex patching and the other is a Kimi-K2.5 codec/regression report." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to DAC.from_latents vs forward mismatch." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer codec issues are unrelated to list_repo_files needing to forward revision." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and BitNet packed-weight loading bug do not share a code path." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "processor.tokenizer / image-to-tokenizer regression is unrelated to Kosmos2.5 long OCR input indexing." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The output is grounded in the packet: 44514/44545 are an exact duplicate pair with the same Qwen2_5_VLProcessor.apply_chat_template batched-input failure, and the other soft pairs are conservatively kept separate as distinct bugs with different titles/code paths. The canonical issue choice and summary are reasonable and not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "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:43606", + "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:45685", + "issue:45834", + "issue:46294", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:43550|issue:45072", + "issue:43596|issue:44220", + "issue:43550|issue:43927", + "issue:43540|issue:46294", + "issue:44062|issue:44488", + "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:43335|issue:43756", + "issue:41720|issue:44991", + "issue:43550|issue:43819", + "issue:44821|issue:45084", + "issue:43540|issue:44008", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44485|issue:44509", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:43644|issue:43749", + "issue:34634|issue:36010", + "issue:43322|issue:45685", + "issue:43606|issue:45072" + ], + "prepared_review_unit_hash": "925f138a788ce05fd363511d99c80eef88d0df343b842843ae9345dd66914096", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36091, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated model-specific regressions, tokenizer/config loading bugs, docs issues, and performance problems. None of the soft edges look like the same underlying bug/change, so all should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong canonical for the cluster; the items are too diverse to represent one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different models and failure modes: compile/SDPA vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated paths: DeepSpeed/BertModel indexing vs audio fbank feature extraction." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: torch.compile SDPA failure vs config save/load token ID loss." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both video-related, but distinct Qwen models and different processing stages." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer special-token TypeError is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position IDs bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different models and symptoms: missing attentions vs output drift in v5." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window issue is unrelated to trust_remote_code config loss." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Different loading problems: base_model_prefix breakage vs from_pretrained class usage." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug is unrelated to tokenizer-mapping model addition failure." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different components: LayoutLMv2 tokenizer crash vs Perceiver image-resolution failure." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map bug is unrelated to CustomTrainer loss signature." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but different strictness/missing-field failures." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer config bug and RoPE-layer truncation are distinct model issues." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert in auto device mapping is unrelated to tokenizer load failure." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile SDPA failure and DAC from_latents mismatch are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and bugs: video input ValueError vs variable-name collision." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper name, but offline hub call and backend_tokenizer AttributeError differ." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Doc example/model mismatch is unrelated to Kosmos2.5 long OCR index error." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to removed pipeline docs." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions with no shared code path." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash and AutoTokenizer loading failure are different bugs." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization and FSDP loading are different regressions." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice_preset bug is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava segfault and MPS histogram support error are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different models and device/dtype mismatch 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": 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-10000-481", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "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:45584", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665" + ], + "soft_pairs": [ + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43950|issue:45987", + "issue:43582|issue:46512", + "issue:43825|issue:43994", + "issue:44991|issue:46291", + "issue:43577|issue:43818", + "issue:46294|issue:46463", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:44561|issue:45020", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:43577|issue:43582", + "issue:45987|issue:46192", + "issue:44671|issue:45701", + "issue:34634|issue:36331", + "issue:42175|issue:45081" + ], + "prepared_review_unit_hash": "4fbda6deb32bef857389959318023375d79090baca2b2c7c86a1990cc995d81e", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36326, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The only plausible duplicate pair is the tokenizer added-token spacing / slow-vs-fast inconsistency report; the rest look like separate bugs across different models, loaders, and training paths.", + "confidence": 0.57, + "canonical_issue_reason": "issue:29159 is the broader tokenizer behavior report and most likely subsumes the more specific added-token spacing symptom in issue:28218.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the best representative issue here because it frames the broader tokenizer inconsistency rather than one narrow manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Both are user-facing inference failures, but they involve unrelated models and symptoms (Whisper empty transcription vs Kosmos2.5 OCR index error)." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Both mention validation/shape problems, but one is input_ids/inputs_embeds XOR validation and the other is single-label classification loss behavior; different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal models and different failure modes: dtype mismatch in Mistral-3 vs variable-name collision in Gemma 3n forward()." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different training/runtime paths: gather_for_metrics last-batch label dropping vs Mamba2 use_cache incorrect results." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are video/OCR-adjacent regressions only at a very high level; the concrete models and code paths are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both are API-contract style regressions, but one corrupts non-persistent buffers on from_pretrained and the other returns a tensor from get_seq_length." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to from_config leaving config.dtype stale." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an incorrect pipeline error message after v5 removals; the other is a model-specific inference issue with AutoModel/pipeline. Not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for one model is unrelated to kernels v0.15 import requirements for pipelines." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Both are model-loading/model-state complaints, but the concrete problems differ: dtype staying float32 vs missing temporal attention/shared weights in Video-LLaVA." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Both involve input validation, but one is Qwen video chat-template feature/token mismatch and the other is T5 decoder input validation messaging." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token runtime update for TokenizersBackend is not the same bug as Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both are remote_code-related regressions, but one is specifically removal of is_torch_fx_available and the other is a broad report about recent versions; too coarse to treat as the same bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape mismatch in one issue is unrelated to trainer.evaluate failing after trainer.train()." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video-input regressions, but the concrete failures differ (Qwen3OmniMoe value error vs qwen2.5-vl vision_position_ids bug)." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype/shape problems in unrelated models and processors; not the same code-path defect." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to bfloat16 inference dtype mismatches." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention v5 pipeline removals, but one is a runtime error message and the other is stale documentation; separate artifacts, not one bug." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Same tokenizer-added-token family of bug: the extra-space symptom matches the broader slow-vs-fast tokenizer inconsistency around added tokens." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Two distinct loading failures: FSDP CPU RAM efficient loading vs init_empty_weights passing an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both concern loading custom models in Python contexts, but one is a Transformers 5.0 Jupyter regression and the other is from_pretrained inside Python classes; not the same issue." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different problems entirely: dtype not propagated in BLIP2 vs Apple Silicon caching allocator warmup TypeError." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache.get_seq_length contract bug is unrelated to return_tensors being ignored when text_kwargs is explicitly passed." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Tokenization-version regressions are related in theme, but one is CamemBERT masked LM predictions and the other is a broad tokenization-change report; not clearly the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss unexpected num_items_in_batch are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging issue is unrelated to the Mistral regex patch crash during tokenizer loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The tokenizer pair (issue:28218 / issue:29159) is the only clearly plausible duplicate-like match from the titles, and the rest of the soft-edge rejections avoid overstating similarity. No pull-request mergeability concern applies here because these are issue pairs, not PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "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:43582|issue:44857", + "issue:43262|issue:43819", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:45081|issue:45406", + "issue:43782|issue:45325", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:45084|issue:45538", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43906|issue:46209", + "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": "b19b629a30e2e67eda5ba0d4e9414c4b3eba2f6408539bb1cc606ca51d213b92", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36592, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct bug reports, not duplicate clusters. The soft pairs share broad subsystem vocabulary, but the concrete symptoms and code paths differ enough that none should be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45020 is the broadest, most central regression here: it describes a clear, user-facing breakage affecting recent Transformers versions and multiple remote_code models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the strongest combination of scope, clarity, and impact, making it the best representative issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different bugs: unsafe sys.modules access in modeling_utils vs CLIP text-model structural inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "One is a tokenizer special-token decode problem; the other is a packed-weight quantization/loading regression." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both involve image processors, but they are different models and different counting/padding bugs." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the CUDA AMP loss crash." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent/STE forward mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is a different code path from PIL backend torchvision dependency handling." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific key error for MobileLLM loading is not the same as the broader remote_code regression." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patching failure and Gemma4 processor missing _tokenizer are separate tokenizer/processor issues." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL rope index scaling are different failures." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Gemma4 processor import breakage from mistral_common is unrelated to continue_final_message behavior." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to MXFP4 loading fallback in git-oss-20b." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error does not match CLIPTokenizer max_length misconfiguration." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they describe different models and different underlying warning logic." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to RTDetrV2 output changes in v5." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-multimodal token helpers are unrelated to stale auto_mappings references." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "A BEiT processor label bug is not the same as the MPS attention correctness issue." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file/from_pretrained breakage is broader and different from a specific tokenizer-loading regression for one model." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3-MoE loading with accelerate+deepspeed is unrelated to multimodal token counting in video branches." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and a custom compute_loss signature mismatch are unrelated training/import bugs." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing GenerationMixin and Jupyter custom-model initialization regression are different problems." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "The reproduction of an older issue is unrelated to the FP8 B200 inference failure." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero-3 index error during Bert training is different from trainer.evaluate() failing after train()." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and kernels import requirements are unrelated dependency issues." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading and OmDet-Turbo input-size mismatch do not share the same code path." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to Qwen3-MoE accelerate/deepspeed loading." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 documentation errors are unrelated to MXFP4 quantization fallback in git-oss-20b." + } + ] + }, + "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-10000-481", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:34567", + "issue:34689", + "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:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "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:43262|issue:44811", + "issue:43257|issue:43931", + "issue:46421|issue:46424", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:45459|issue:45803", + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:43606|issue:45859", + "issue:42915|issue:44821", + "issue:34567|issue:40990", + "issue:43650|issue:43906", + "issue:43540|issue:46701", + "issue:43927|issue:44912", + "issue:43454|issue:43577", + "issue:29159|issue:34567", + "issue:43525|issue:46291", + "issue:28282|issue:34689", + "issue:44987|issue:45538" + ], + "prepared_review_unit_hash": "1ca35dd2ffb77b2681588ada2f950504f6513fd3e6f67d016afc19ccf8caf142", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34918, + "estimated_input_tokens": 8730, + "estimated_eval_tokens": 17716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only superficially similar (same subsystem or symptom class) but do not look like true duplicates. The one plausible duplicate-adjacent thread is the Qwen video-input regression pair.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44479 is the best umbrella candidate: it describes a broad v5.3.0 video-input regression across multiple Qwen VL variants, which is more representative than the lower-level helper bug in issue:43329.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the clearest user-facing report and the most plausible canonical target for the only accepted video-regression thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: PEFT/local-checkpoint loading vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated bugs: zero probabilities in a vision model vs processor/model input-size mismatch." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but different APIs and failure modes; not the same underlying bug." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM-4.7-Flash load failure vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both OOM-related, but one is int4 quantization memory regression and the other is a model-specific video OOM." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Weight conversion/loading bug vs a plain CUDA OOM; not the same code-path problem." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs Whisper decoding flags; distinct issues." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: MOE weight conversion with accelerate/deepspeed vs shape-mismatch loading for Qwen3-VL." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Same cache area, but different concrete bugs and fixes (lazy init recompilation vs max_cache_length handling)." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated failures: FineGrainedFP8Config on Qwen3Moe vs key error loading MobileLLM-125M." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Same video-input regression thread in the VLM/video branch; the helper bug plausibly underlies the broader v5.3.0 failure." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video, but one is multimodal token counting and the other is batched video processor shape handling." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both hide errors, but they are different functions and different bug classes." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different memory issues: FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions: init_empty_weights argument handling vs an unnecessary torchvision requirement." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they are different models and different concrete failures." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different problem space: FP8 quantization failure vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting bug vs high perplexity evaluation on GPT-oss-20b; not the same issue." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No meaningful relation: a placeholder issue title vs a reproduction of another tracked issue." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different video-pipeline failures on different models; not a shared code-path bug." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load token-ID loss vs MXFP4 quantization fallback; unrelated failures." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different loading bugs: lm_head weight tying vs dtype propagation in Blip2/Qformer." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs TrainerState token counter not updating; different components." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config vs pipeline import breaking on kernels version/revision requirements." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch dependency ImportError vs a specific Llama 3.2 model-loading regression." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: model load failure in transformers>=5.1.0 vs CLIPTokenizer max_length being set absurdly high." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The review is grounded in the packet and stays mostly conservative. The only accepted pair, issue:43329 vs issue:44479, is a plausible same-area video/VLM regression match, while the other verdicts appropriately avoid over-connecting superficially similar issues. The canonicalization choice also fits the broader, user-facing 44479 report." + }, + "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": 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-10000-481", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "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:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693" + ], + "soft_pairs": [ + "issue:44568|issue:45356", + "issue:43404|issue:45127", + "issue:43697|issue:45357", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:43425|issue:46291", + "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:42915|issue:43749", + "issue:43577|issue:46512", + "issue:43452|issue:43582", + "issue:44849|issue:45701", + "issue:27957|issue:28282", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:24643|issue:29159", + "issue:44291|issue:44821", + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:44987|issue:45907", + "issue:44479|issue:45381", + "issue:38175|issue:44898", + "issue:34567|issue:36331", + "issue:44568|issue:45488" + ], + "prepared_review_unit_hash": "d0f40db323d1aee0509241eea1161715ec09a5bda0aa87d18dcf605493debb8e", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35884, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer regressions, model-loading errors, training/runtime issues, video-input bugs, and dtype/config mismatches. I found one plausible duplicate edge in the Qwen video-input regression area; the rest do not look like the same underlying bug/change. No PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 44479 is the best canonical anchor here because it is the broadest Qwen video-input regression report and the only issue that has a plausible duplicate counterpart in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the strongest single issue to keep as the representative bug report for the only likely duplicate pair; its title covers the broader regression, while 45381 reads like a more specific manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they hit different models and different mechanisms (special-token insertion vs codec/warning behavior)." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "These are different bugs: untied lm_head weights during generation vs LoRA merge collapse after extending vocab." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "One is RTDetr output drift, the other is Qwen3.5 save_pretrained key serialization; unrelated code paths." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 configuration failure and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are not the same underlying issue." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 compatibility and kernels revision handling are different dependency problems." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token-count updating are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Package extra/backend inclusion and a missing Qwen2.5-VL class import are different failures." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Model key loading failure and init_empty_weights argument handling are distinct loading issues." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import and a clearer LayoutLMv3 error message are not duplicates." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression and FA2 long-context performance regression are different bugs." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized offload loading and tokenizer max_length behavior are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-kwarg duplication and a tokenizer load failure for one model are different issues." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FineGrainedFP8Config failure and FSDP CPU RAM efficient loading are not the same code path." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "One concerns model weights staying float32 on load; the other is stale config dtype after from_config. Similar theme, different bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and a general tokenization change are not the same underlying regression." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "FlashAttention support for XLMRoberta and a missing PyTorch dependency are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping cuda assert and Qwen3OmniMoe video input ValueError are different failures." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video inputs, but they affect different Qwen model families and report different failure modes." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape error and tokenizer slow/fast inconsistency do not share an underlying bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized handling and loading an AutoImageProcessor from URL are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Torch-only install backend composition and a model-loading failure for cjvt/sleng-bert are different issues." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-input related, but the models and concrete failure signatures differ enough that this is not clearly one bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A model load failure in transformers>=5.1.0 and forwarding revision in list_repo_files are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen2.5-VL video-input regression in 5.3.0; 45381 is a more specific symptom report of the broader 44479 bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default resolution failures are different model-specific bugs." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking and a custom compute_loss signature break are unrelated training issues." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about add_special_tokens behavior and the other is a LlamaTokenizer pre-tokenizer override; different code paths and symptoms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The single accepted duplicate edge (44479/45381) is reasonably supported by the titles, and the remaining false verdicts avoid overstating similarity. The summary accurately notes the cluster is heterogeneous and that no PRs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "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:43257|issue:43756", + "issue:44792|issue:44964", + "issue:43742|issue:44589", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:44737|issue:46463", + "issue:43716|issue:46701", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43577|issue:45072", + "issue:43906|issue:46468", + "issue:45823|issue:46463", + "issue:43404|issue:45987", + "issue:43906|issue:46693", + "issue:43452|issue:44488", + "issue:44737|issue:45588", + "issue:44625|issue:44877", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:43540|issue:46693", + "issue:44913|issue:46121", + "issue:28282|issue:32090", + "issue:24643|issue:29127", + "issue:43720|issue:44898" + ], + "prepared_review_unit_hash": "f9d6fe6461e67cc1a8f604db15b69496e69238f2ac5bb919745360484306abb3", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35598, + "estimated_input_tokens": 8900, + "estimated_eval_tokens": 18056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidates are a grab bag of unrelated bug reports across different models, loaders, tokenizers, and validation paths. None of the soft pairs look like the same underlying issue, so there is no clear duplicate cluster anchor.", + "confidence": 0.88, + "canonical_issue_reason": "No clear canonical issue: the items span distinct bugs and regressions rather than one underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong representative issue; 44488 has the most discussion, but it is too specific to serve as a duplicate anchor for the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different models and failures: Qwen3 MOE weight conversion vs Smollm3 RoPE layer handling." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal loading failures, but they affect different models and code paths." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different bug types: MobileLLM key error vs missing Float8 storage during load." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer issues, but one is AddedToken argument handling and the other is Mistral regex patching." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated subsystems: image processor torchvision dependency vs tokenizer regex crash." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Different problems: XLNet CPU tensor creation vs T5 decoder input validation messaging." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Both touch multimodal inputs, but the reported bugs and model families are different." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer regression is unrelated to Qwen3.5 kernel registration failure." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different models and symptoms: Smollm3 RoPE layers vs Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but on different models and different encode/decode behavior." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Packaging/versioning issue vs stale auto_mappings references; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype-mismatch bugs in different model families and execution paths." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction of an old issue is not the same as a broken official Nemotron example." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device placement bug is unrelated to T5 decoder validation errors." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Weight-tying defect and cache-length return-type defect are separate code-path issues." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "Reproduction of an issue and a FlashAttention performance regression are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but the affected models and failure mechanisms do not match." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "CPU placement bug in XLNet is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config-handling problems: num_labels propagation vs strict config loading." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Image-processor label reduction bug is distinct from sequence-classification zero-loss behavior." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual-encoder save_pretrained regression is not the same as tokenizer ID regression across models." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input parsing and FA2 long-context performance are unrelated bugs." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve RoPE-related config handling, but one is silent reload drift and the other is a JSON-list type error." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated errors: missing PyTorch import vs unsupported NoneType passed to GPU broadcast." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Training weight-shape error and LayoutLMv3 error-message clarity are not the same issue." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking and Perceiver interpolation failures are separate 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-10000-481", + "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:44493|issue:46050", + "issue:43653|issue:44361", + "issue:43688|issue:43749", + "issue:43819|issue:44811", + "issue:43525|issue:46701", + "issue:43994|issue:44898", + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:44936|issue:45823", + "issue:45372|issue:46170", + "issue:43531|issue:43742", + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43646|issue:43749", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:44464|issue:44743", + "issue:29159|issue:33357", + "issue:43295|issue:45356", + "issue:43452|issue:43577", + "issue:43688|issue:45704" + ], + "prepared_review_unit_hash": "82f7197afe751e6fcedfaaa745c4dc64fe7ff6422697fe93e0a87b92b0b07ff8", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35894, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-linked pairs mostly point to unrelated tokenizer, model-loading, generation, config, and backend issues. I would not merge any pair as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the cluster does not share one underlying bug; the candidate issues span distinct code paths and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative. If forced to pick the most self-contained report, issue:43653 is a clear standalone tokenizer bug, but it does not represent the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different failures: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch ImportError vs tied-embedding reinitialization; unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but the concrete bugs and affected paths differ." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent serialization and the other is a broader translation-model regression." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 text-only mm_token_type_ids handling is unrelated to T5 decoder input validation messaging." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading IndexError is not the same as trainer.evaluate failing after train." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and failures; no shared underlying bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys in model loading is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer issues, but one is special-token registration and the other is an AttributeError on tasks." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/STE mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id error is unrelated to DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different image-model regressions with different symptoms and code paths." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities bug is not the same as processor.tokenizer/image-tokenizer regression." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage is not the same as unconditional model_info() offline-mode failure." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure vs Gemma4 PLE device-mismatch forward bug are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor loading/import dependency issue is unrelated to Windows ROCm torch.distributed import errors." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different bugs." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error is not the same as tensorflow_text missing-backend mapping." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "General v5 clean_up_tokenization_spaces behavior change is not the same as the CodeLlama leading-space regression." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token regressions, but they affect different tokenizers and concrete behaviors." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype propagation bug is unrelated to RTDetrV2 output differences." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are different generation bugs." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer API regression and Kimi-K2.5 codec handling regression are different issues." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf loading breakage is unrelated to BLIP2 dtype mismatch." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization bug is unrelated to T5 apex.FusedRMSNorm memory leak." + } + ] + }, + "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": 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-10000-481", + "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:43653|issue:43927", + "issue:43688|issue:45701", + "issue:44843|issue:44991", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:43550|issue:44361", + "issue:44484|issue:44704", + "issue:33666|issue:36010", + "issue:43688|issue:45440", + "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:43550", + "issue:43504|issue:43720", + "issue:44977|issue:46693", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:33666|issue:36331", + "issue:43720|issue:43927", + "issue:43278|issue:43688", + "issue:43643|issue:44561", + "issue:43606|issue:43927", + "issue:43782|issue:46693", + "issue:43262|issue:43295", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:43720|issue:44361", + "issue:43493|issue:43825" + ], + "prepared_review_unit_hash": "b2917d0be3a6be352e0508757fed12a05d5272f02cb2632d9997632c8af1c699", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37444, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly distinct bugs spanning unrelated models, tokenizers, generation paths, and trainer/config regressions. None of the soft pairs looks like the same underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45701 is the broadest, most central regression report in the set and has the strongest cross-reference signal; it best serves as an umbrella issue for version-related tokenizer behavior changes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most general, high-signal issue among the candidates, making it the best representative issue for this grouping.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: RoPE layer mismatch vs missing text-encoder weights." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer/config state, but the concrete bugs are different (special-token registration vs saved custom token IDs)." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and tokenizer/version changes are unrelated code paths." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading failures, but they point to different model-specific breakages and root causes." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are different multimodal/model-config bugs." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a Gemma3 attention/masking bug and the other is a classification-head init/checkpoint issue." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile SDPA failure is unrelated to MLukeTokenizer task attribute errors." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question is not the same as AutoProcessor kwargs not reaching cached_file." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and different defects; not the same underlying bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor URL loading are unrelated loading paths." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is not the same as Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing and beam-search cache reorder are different generation bugs." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Device-dependent tied-weight serialization differs from sinq quantized save/load breakage." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "cudaErrorAssert under auto device mapping is unrelated to compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but the failure modes and implicated code paths are different." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT legacy-field loading and Bamba torch.compile SDPA are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field preset loading and BitNet packed-weight accelerate loading are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Correctness regression in Qwen3.5 generation is not the same as a long-context FA2 performance regression." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Pretrained preset loading and OmDet-Turbo processor/model size mismatch are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and MPS attention correctness are different issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is not the same as a compute_loss signature mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype mismatch and auxiliary-loss normalization are different model-training bugs." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one is missing config fields and the other is a removed helper breaking remote models." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to DiaConfig token ID persistence." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate defaulting and processor.tokenizer/image-tokenizer regression are different processor bugs." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs-example mistakes and SigLIP2 implementation divergence are not the same underlying issue." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure and unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading bug and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to the pipeline translation-task error message regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "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:43525|issue:43572", + "issue:44514|issue:45290", + "issue:44625|issue:45584", + "issue:44977|issue:46209", + "issue:43452|issue:44451", + "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:39692|issue:43295", + "issue:33357|issue:33666", + "issue:44849|issue:46209", + "issue:43646|issue:44466", + "issue:43278|issue:43701", + "issue:44568|issue:46489", + "issue:44792|issue:45405", + "issue:43575|issue:45405", + "issue:46209|issue:46710", + "issue:43927|issue:44361", + "issue:44589|issue:45520", + "issue:44849|issue:45357", + "issue:43257|issue:43299", + "issue:43824|issue:44589", + "issue:44568|issue:45812", + "issue:43504|issue:43606", + "issue:44488|issue:44843" + ], + "prepared_review_unit_hash": "7ccf845811365d3c2949663a71319801f113793eca98ac36f5f2b81e5185ab7b", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36398, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated bug reports across tokenization, loading, config, and model-execution paths. None of the soft pairs look like the same underlying defect closely enough to merge/duplicate-accept under a strict triage standard.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45812 is the strongest canonical issue candidate: it describes a broad, concrete v4\u2192v5 tokenizer regression affecting all Granite models, with clear impact and a well-scoped failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best issue to anchor this set because it is the clearest high-signal regression report with broad user impact and an explicit version boundary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Both mention training/runtime problems, but one is an MPS attention correctness issue and the other is a Trainer import conflict; different code paths and failures." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are config attribute regressions, but they concern different models and different missing fields (pad_token_id vs pad_token_idx), so they are not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is batched padding behavior and the other is assistant/tool-call messages with no content; too different to treat as duplicates." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated models and symptoms: Qwen3.5 config propagation vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "One is a Qwen3.5 flash-attention generation bug, the other is a B200/FP8 inference failure; different hardware and failure mode." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "A gguf_file/from_pretrained regression is unrelated to a specific model failing to load; no shared defect path is evident." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map forward mismatch and sinq save/load breakage are different problems in different parts of the model lifecycle." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing regression and a MacOS bus error in CLIP are unrelated failures." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs and return_tensors being ignored are distinct API behaviors with no clear shared root cause." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention inference are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during eval and ZeRO-3 gradient growth are separate training/runtime issues." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs ZeRO-3 gradient regression are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors and a processor/tokenizer regression are not the same underlying issue." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and FP8/B200 inference failure do not share a concrete code path." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent lm_head serialization are different regressions." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype mismatch and resume_from_checkpoint key mismatch are separate failures." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different models and symptoms; the titles do not indicate the same specific bug." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing janus test and an unreleased minimum PEFT version are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and a dependency version bump are unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and accuracy regression after a Transformers upgrade are different issues." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "A save/load custom token ID bug and an MLukeTokenizer AttributeError are different model/tokenizer failures." + }, + { + "left": "issue:44554", + "right": "issue:46489", + "accept": false, + "reason": "MPS attention correctness and DeepSeek tokenizer output regression are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state behavior and incorrect visual-encoder key serialization are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed conversion and the other is a version-specific Qwen3VL loading break; not the same concrete defect." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing class and a Float8 storage lookup error are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is model-specific special-token handling while the other is a broad Granite token-id regression; not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field loading failure for Beit and a CPU-offload device mismatch in bark-small are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A model-specific load failure and an offline-mode regression in _patch_mistral_regex are different root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44869", + "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", + "issue:46752" + ], + "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:44464|issue:45584", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:44869|issue:46752", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:43994|issue:44493", + "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:44554|issue:45446", + "issue:43065|issue:46369", + "issue:44423|issue:44734" + ], + "prepared_review_unit_hash": "9d4ed38a3ea5bb6acc271a6139673cbd69af2b95c31d768de814bc07874915c7", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35290, + "estimated_input_tokens": 8823, + "estimated_eval_tokens": 17902 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; the items span unrelated tokenizer, config-loading, attention, serving, and training bugs. None of the soft edges look like the same underlying change or defect.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device mismatch/CI, but one is CPU offload on Bark and the other is a GraniteSpeech test failure; different code paths." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields after a version update, but they affect different models and different attributes (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL load failure from a missing config attribute is not the same as `from_config` failing to unwrap `text_config` for composite multimodal configs." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "A missing config field in StableLm after 5.0 is unrelated to the `_is_hf_initialized` argument error in `init_empty_weights`." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-cardinality runtime error and an accuracy regression are different problems with no shared failure mode." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP structural inconsistency are unrelated model-shape/API issues." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field model loading and a tokenizer special-token registration bug are different subsystems." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch is not the same as cache length handling for quantized cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid `GenerationConfig` and a broken image-text-to-text pipeline are different failures." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward output inconsistency is unrelated to Whisper empty-transcription generation after special-token alignment." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only fine-tuning defaults and multi-GPU CUDA OOM are separate Gemma4 issues." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Multi-GPU OOM and PLE device mismatch during forward are different symptoms and likely different causes." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash and empty chat-template input crash are unrelated input-edge cases." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient growth and Phi-4 multimodal load failure do not share the same defect." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offload behavior and save/load breakage for sinq-quantized models are different concrete bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures and MLFlow reporting on failed jobs are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 incorrect outputs and unexpected position-id keys are not the same code-path problem." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and quantized-model persistence issues are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and `_gpu_broadcast_one` NoneType error are different layers and bugs." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Path-with-slash import warning and GPT-oss OOM have nothing in common beyond being runtime issues." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure are distinct model-specific issues." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens and TrainerState token accounting are different components." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp support and SigLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and flex_attention version-check bug are different attention-related problems, not the same defect." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as memory overflow when calling sam3-litetext." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are server crashes, but one is a multimodal `.to` type error and the other is KV-cache continuation indexing; different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43701", + "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:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:37428|issue:43957", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:45200|issue:45823", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:43550|issue:43844", + "issue:43232|issue:44849", + "issue:43572|issue:43957", + "issue:44554|issue:45356", + "issue:42490|issue:43493", + "issue:37428|issue:43824", + "issue:43295|issue:43493", + "issue:44466|issue:45127", + "issue:43653|issue:44112", + "issue:39692|issue:46192", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:45381|issue:46209", + "issue:44521|issue:45290" + ], + "prepared_review_unit_hash": "fe301a937df017e95881a113376d47a00ec268e17ee00cea587fc6cc3379752a", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37302, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly superficially similar Hugging Face bug reports, but the proposed soft edges do not look like the same underlying bug/change. I would reject all of them; the set is not a true duplicate cluster. As a representative anchor, issue 44521 is the best fit among the tokenizer/processor/chat-template bugs, but only as a loose thematic representative, not as a duplicate of the rest.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44521 is the best available anchor because it is concrete, open, and one of the most discussed multimodal tokenizer/chat-template bugs in the set; it best represents the tokenizer/processor subset, even though the overall set is not a duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the clearest user-facing, broadly relevant issue here; it is the strongest representative if a single issue must be chosen, but it should not be treated as duplicating the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Both are model regressions, but one is an auto-device-map CUDA assert and the other is an accuracy regression after upgrade; different failure modes." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and RoPE validation TypeError are unrelated code paths." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs DeepSeek-R1 accuracy regression; different models and mechanisms." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch CI issue vs Wav2Vec2 save/tokenization failure; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression vs batched video processor shape bug; different components." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention crash on sink-less models vs AutoModelForCausalLM text_config unwrapping; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash-attention helper import vs meta-device loading breakage; different import/load paths." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError vs Gemma4 mm_token_type_ids defaulting; unrelated multimodal issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression vs quantized offloading behavior; different layers of the stack." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "mm_token_type_ids defaulting vs PLE device mismatch in forward; not the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "NER/batched padding crash vs return_tensors being ignored when text_kwargs is passed; different tokenizer behaviors." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device placement mismatch vs argument-handling bug; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression vs OmDet-Turbo image size mismatch; different models and symptoms." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug vs tp OOM on Qwen2-57B; not the same code path." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 flash_attn import KeyError vs BACKENDS_MAPPING validation error; unrelated import machinery." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm pad_token_idx config regression vs model loading failure for physical-intelligence/fast; different problems." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba vs gradient blow-up under DeepSpeed ZeRO-3; unrelated training/runtime bugs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "generation kwargs sync issue vs Qwen3.5 hidden_states bug; different internals." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLm config gap vs meta-device loading breakage; not the same issue." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness bug vs Kimi-K2.5 tokenizer codec regression; different subsystems." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning vs SigLIP2 implementation discrepancy; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "flash_attention helper import error vs missing Qwen2_5_VL export; different missing symbols." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "processor/tokenizer regression vs SigLIP2 implementation mismatch; different models and failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "lm_head serialization inconsistency vs LoRA merge collapse after vocab extension; related to weights but not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs GraniteSpeech stale device override test; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs example errors vs return_tensors ignored when text_kwargs is passed; documentation vs API behavior." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype change in eval vs Qwen3 MoE memory inefficiency; not the same issue." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra space after added token vs embedding reinit after resize; both tokenizer/model-adjacent but distinct bugs." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "qwen2.5-vl video vision_position_ids bug vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash with tool calls and no content; different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "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:42915|issue:43824", + "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:43388|issue:43526", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:41720|issue:46209", + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:43606|issue:45083", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:43550|issue:44112" + ], + "prepared_review_unit_hash": "a6ef0b71f67d9869392dccfe0ce69b239cdf846dae1fa72a51bc0e0ffd328ad2", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35831, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous mix of unrelated transformers bugs: model/config regressions, tokenizer/processor issues, docs problems, and runtime/CI failures. I don\u2019t see any true duplicate pairs here, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single true canonical issue exists for this set; if forced, issue 46512 is the broadest, cleanly scoped API regression, but it is not actually related to the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46512 is the best representative only in the sense that it is a general, actionable regression with a clear user-facing impact. It is not a duplicate target for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different failures in different models/code paths: Qwen3Moe FP8 config vs Qwen2.5-VL import error." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both concern model loading/structure, but one is a from_pretrained buffer regression and the other is a CLIP class attribute/layout inconsistency." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breaks tokenizer/model loading; 46512 is about dtype handling in from_config. Different APIs and bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Unrelated multimodal import failure vs detokenization bug for DeepSeek Coder." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Similar missing pad_token_id symptom, but on different model families and likely different config implementations." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate bug and video batched-shape bug are different processor paths." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/audio model failures: AutoTokenizer load error vs save_pretrained/tokenization failure." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and a stale warning about num_return_sequences are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/STE mismatch is a model math bug; GraniteSpeech stale device override is a CI/test issue." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video-input regression for Qwen VL variants vs return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory leak are different model/runtime problems." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they document different pipeline options and different behaviors." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "mm_token_type_ids defaulting issue and Qwen2.5-VL rope index scaling bug affect different multimodal code paths." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet input-size mismatch and LwDetr AMP/CUDA crash are separate vision model failures." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention labels, but one is gather_for_metrics truncation and the other is BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer creation bug and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve import_utils availability helpers, but they are different missing symbols and different breakages." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and qwen3_omni_moe feature-length helper behavior are unrelated audio-model issues." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "float16/CUDA crash in LwDetrImageLoss is not the same as D-FINE omitting auxiliary losses." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and FP8 inference failure on B200 are different hardware/runtime problems." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure after token alignment are different bugs." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping in from_config is unrelated to CLIP text-model structure changes." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for Bark and qwen3_omni_moe output-length helper are separate issues." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "flash_attn import-utils KeyError on Python 3.13 and Windows ROCm distributed import/type errors are unrelated environment failures." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero probabilities in SigLIP2 classification and RT-DETR memory retention are different subsystems." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and BigBirdTokenizer special-token decode bug are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer NoneType broadcast errors are different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device override are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "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:43425", + "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:45478", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46326", + "issue:46431", + "issue:46512", + "issue:46566" + ], + "soft_pairs": [ + "issue:37428|issue:43425", + "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:43278|issue:43825", + "issue:43720|issue:44112", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:37428|issue:44351", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:44514|issue:44521", + "issue:46431|issue:46566", + "issue:42490|issue:43854", + "issue:45290|issue:46326", + "issue:45127|issue:45245", + "issue:45200|issue:45588", + "issue:45310|issue:45478", + "issue:43606|issue:44857", + "issue:44448|issue:44779", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:28218|issue:32090" + ], + "prepared_review_unit_hash": "5d6198cb04900577fcad5fda7e6dbbdb466283cbb124bec79d50a96df8377eda", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35823, + "estimated_input_tokens": 8956, + "estimated_eval_tokens": 18168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are superficially similar but describe different bugs, subsystems, or failure modes. Only issue:45310 and issue:45478 look like the same report with the same title and version-specific Qwen3.5 MoE loading failure.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue: it predates issue:45478, has the same title, and is the better anchor for the shared Qwen3.5 MoE from_pretrained regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best issue overall because it most directly captures the duplicate cluster\u2019s only true match and has the stronger claim to be the original report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Different failures: a missing flash-attention import symbol vs a Torch 2.10 compatibility complaint." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError about PyTorch missing is unrelated to a MacOS bus error when loading a CLIP model." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading problems: base_model_prefix handling vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift across v4/v5 is not the same as Qwen recurrent-state reset with cache." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and BEiT legacy-field loading are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "One is about unwrapping text_config in from_config; the other is about stale config dtype after from_config." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate and a misleading pipeline error message are different issues." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight unpacking bug is not the same as a GraniteSpeech CI test stale override issue." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and Trainer _gpu_broadcast_one NoneType handling are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug does not match qwen3_omni_moe feature-length helper semantics." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems and failure modes: config construction vs CI device-override test." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers layer creation bug is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors: flash-attention utility symbol vs HybridCache export." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model-loading regression and token-embedding reinitialization after resize are distinct bugs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch Qwen/MoE-related code, but one is an s_aux=None flash_attention crash and the other is CPU-offload incompatibility in rotary embeddings." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is batching with padding=False and the other is multimodal assistant mask generation." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on a processor and DiffusionGemma meta-device loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash local path import warning is unrelated to loading GLM-4.7-Flash in unit tests." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Assistant tool-call tokenization crash and continue_final_message on mistral_common are different chat-template edge cases." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is not the same as exceeding the 2^24 category limit." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 token-type defaults and flash_attention s_aux handling are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same reported Qwen3.5 MoE from_pretrained regression, and the later issue is clearly a duplicate report." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is unrelated to a float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output differences are not the same as Deepseek tokenizer regressions." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent conversion mismatch is unrelated to unexpected position-id keys across many models." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "A documentation example bug and a BEiT image-processor label-return bug are different problems." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to Trainer GPU broadcast type errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge calls. The only accepted pair, issue:45310 vs issue:45478, is supported by the identical title and close Qwen3.5 MoE from_pretrained failure; the other pairs are reasonably rejected based on distinct titles/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": 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-10000-481", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:29942", + "issue:31501", + "issue:32090", + "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:45459", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:26413|issue:31501", + "issue:45459|issue:46234", + "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:27957|issue:34689", + "issue:29942|issue:35141", + "issue:38175|issue:44493", + "issue:43278|issue:43329", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:45290|issue:45381", + "issue:44855|issue:46399", + "issue:44857|issue:45588", + "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:37428|issue:42175" + ], + "prepared_review_unit_hash": "4a0ec6a3e998056631cb6bc8152ca4e4dd573c51ae548be7fe3229dcf37c92d5", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35888, + "estimated_input_tokens": 8972, + "estimated_eval_tokens": 18200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly connect unrelated bugs across different models, utilities, and failure modes, so none should be merged as duplicates. The best representative issue is the broad v5 tokenizer regression (45920), but only as a loose cluster anchor, not a true duplicate match.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45920 is the broadest/highest-signal report in the set (multi-model AutoTokenizer regression with inbound references), so it is the least bad anchor for an otherwise unrelated cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best represents a cross-cutting regression affecting multiple models and has broader impact than the other isolated single-model bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both involve training, but one is a resume_from_checkpoint epoch-iterator bug and the other is a training-start failure; different root causes and code paths." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "One is tokenizer error handling with missing protobuf; the other is a missing import_utils availability symbol. Unrelated failures." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are not the same bug as the position-id/key mismatch regression in other models." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to over-padding in Swin2SR preprocessing." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems and symptoms: feature extractor crash on unsupported arg vs device_map forward mismatch." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast failure and MacOS bus error on CLIP are distinct runtime issues." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different models and code paths; not the same concrete bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning is unrelated to tensor-parallel OOM while loading Qwen2-57B." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in DSA indexer is unrelated to removal of is_torch_fx_available breaking 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 feature-length computation." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 model loading are different problems." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing FA2 tests do not match the embedding reinitialization bug in post_init." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 are not the same as unexpected position-id keys." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to undefined variables in the multimodal token-count helper." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failures are separate model-specific regressions." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong AutoTokenizer IDs across several models is unrelated to silently ignored return_tensors when text_kwargs is passed." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype change is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp limitation are entirely different." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and qwen2.5-vl video vision_position_ids bug are distinct features and failure modes." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 indentation/parsing failure with decorators is not the same as a missing decorator registration for apply_rotary_pos_emb." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and flash_attention.py AttributeError on s_aux=None are different code paths." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token ID persistence in DiaConfig is unrelated to loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Tool-call chat template crash is unrelated to incorrect video padding in SmolVLM." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention utility import and TensorFlow omission in the torch extra are unrelated packaging/import 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": 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-10000-481", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "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:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121" + ], + "soft_pairs": [ + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "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:43381|issue:43701", + "issue:33357|issue:39692", + "issue:44568|issue:45491", + "issue:29127|issue:34567", + "issue:44977|issue:45563", + "issue:44871|issue:44977", + "issue:45198|issue:45803", + "issue:43653|issue:44743", + "issue:45372|issue:45588", + "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:44206|issue:44479", + "issue:43756|issue:45440" + ], + "prepared_review_unit_hash": "03079b190960ac07a181f6af6232533871e0415c3fee514b17db05363a8b54ee", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35874, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and mostly contains near-theme matches rather than true duplicates. I selected issue #43873 as the closest canonical issue because it is the broadest, most centrally referenced report in the set, but I rejected all soft edges as distinct bugs/changes.", + "confidence": 0.68, + "canonical_issue_reason": "#43873 is the most central and broadly framed report in the set (quantization/offloading behavior, multiple inbound refs, active discussion), so it is the best single issue to anchor the cluster despite the cluster not being a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the best overall issue candidate because it is open, has the strongest cross-references, and covers the broadest symptom area among the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different failure modes: Trainer/_gpu_broadcast_one NoneType error vs DeepSpeed Adafactor OOM. Same general training area, but not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output nesting and Trainer broadcast error are unrelated code paths and symptoms." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both involve GPU/quantization-related memory pressure, but one is an offloading/quantization behavior bug and the other is a Gemma4 multi-GPU inference OOM; not the same concrete defect." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of a helper breaking trust_remote_code is unrelated to DeepSeek tokenizer correctness regression." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "One is a generation output regression, the other is serialization of tied weights; both v5-related but different underlying code paths." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing slash import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3MoE divergence are separate issues." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to loading Qwen2-57B with tensor parallelism OOM." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention crash on s_aux=None and Gemma4 PLE device mismatch are different forward-path bugs." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different models and causes: auto device-mapping assert vs multi-GPU CUDA OOM." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated trainer-state issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 docs/model mismatch+quantization failure are not the same defect." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are separate bugs." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error clarity and TrainerState token-count updating are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression and stale num_return_sequences warning do not share the same underlying bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except error handling are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention s_aux=None crash affect different layers and code paths." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are separate tokenizer/model bugs." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-parameter validation TypeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config load failure and quantized model saving failure are both quantization-related but not the same bug or code path." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export issues and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is an external import error and the other is a missing processor attribute; not the same concrete failure." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both tokenizer-related, but one is a BigBird special-token registration bug and the other is an AutoTokenizer loading failure for a different tokenizer." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in a feature extractor and video-input regression for Qwen VL models are different regressions." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer behavior and DeepSeekV3MoE divergence are separate model-implementation 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": 32, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-481", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:45459|issue:45712", + "issue:45491|issue:46693", + "issue:29127|issue:33357", + "issue:45245|issue:45563", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:27957|issue:29942", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:45372|issue:45459", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:45440|issue:45593", + "issue:43066|issue:44462", + "issue:43994|issue:45412", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:43421|issue:45491", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43526|issue:45834", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:43526|issue:46693", + "issue:43526|issue:44186", + "issue:43824|issue:44279", + "issue:46121|issue:46399", + "issue:43994|issue:46369", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:33290|issue:34567", + "issue:45588|issue:45600" + ], + "prepared_review_unit_hash": "abe56b91683ec10fd9340f8d7b178b283a22fefaf1f7d3ff005184327e50ffcd", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37663, + "estimated_input_tokens": 9416, + "estimated_eval_tokens": 19088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a mixed collection of unrelated issue reports. The soft-similarity pairs mostly share broad keywords or subsystems but describe different bugs, models, or failure modes, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:46640 is the broadest and most umbrella-like report in the set; it covers Flash Attention 2 generally and is the most plausible representative among the FA2-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46640 is the best overall issue anchor because its scope is the widest and it can subsume nearby FA2-related discussion better than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Different problems: hidden tokenizer error handling vs leftover dummy PT classes / repo checks." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2 and long-context, but one is NaN embeddings from mixed-length sliding windows and the other is a performance regression." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging is unrelated to a CLIP model bus error on macOS." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale generate warning are unrelated failure modes." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue is unrelated to Siglip2 AutoModel/pipeline output problems." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta FA2 support and failing FA2 tests are not the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import failure due to mistral_common is unrelated to protobuf-masked tokenizer errors." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box messaging and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to gradient checkpointing in eval mode." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE remote/native divergence is unrelated to D-FINE auxiliary loss handling." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 wrong outputs and RT-DETR memory release are unrelated issues." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Memory not released after deleting RT-DETR models is different from SAM3-LiteText memory overflow on use." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM reports, but they involve different models and different causes (TP loading vs int4 quantization reservation)." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update behavior is unrelated to FA2 sliding-window NaN embeddings." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different subsystems and bugs." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight shape mismatch are unrelated model-loading problems." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "FA2 support for XLMRoberta is unrelated to LayoutLMv3 error-message clarity." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Model-specific FA2 support is unrelated to adafactor/deepspeed OOM." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Image-processor label reduction bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label handling is unrelated to LayoutLMv2 tokenizer crashes." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2.5-VL import error is not the same as a generic dependency issue." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError is unrelated to missing decorator registration for apply_rotary_pos_emb." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 nonsensical outputs are unrelated to SAM3-LiteText memory overflow." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor+deepspeed OOM is unrelated to Llama 3.2 Vision model loading failure." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer/deepspeed OOM is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding-window issue are distinct problems." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "These are both generic FA2 reports, but the titles do not indicate the same concrete bug or fix path." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Training OOM with Adafactor/DeepSpeed is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "FA integration crash on sink-less models is unrelated to stale auto_mappings references for Sam3LiteText." + } + ] + }, + "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-10000-481", + "nodes": [ + "issue:34689", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43381", + "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:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "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:45381", + "issue:45440", + "issue:45479", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46697" + ], + "soft_pairs": [ + "issue:43761|issue:45859", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44743|issue:44811", + "issue:44977|issue:45245", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:45003|issue:45440", + "issue:42175|issue:46234", + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:44077|issue:44479", + "issue:43723|issue:45479", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:43761|issue:44079", + "issue:44062|issue:45907", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43931|issue:45216", + "issue:44855|issue:45137", + "issue:43316|issue:45759", + "issue:43761|issue:44188", + "issue:44987|issue:46178" + ], + "prepared_review_unit_hash": "3a4a17bea103c737537b825ecad2f394f3deb5772105c3ac7db8f0a845bb959f", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36315, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers regressions across loading, configs, processors, quantization, and model-specific behavior. I found no soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected. As a canonical placeholder, I picked the broadest model-loading regression issue.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43611 is the broadest generic regression here (\u201cloading models with base_model_prefix\u201d), making it the least-specific representative among otherwise unrelated bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best single issue to stand in for the cluster because it is broad and central to the model-loading regression theme, even though the cluster does not form a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs: CLIP hidden-states regression vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate code paths and failures." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is batched chat-template padding and the other is video vision position ids." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom-model init regression versus a patchtsmixer-specific post_init policy issue." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio template sampling-rate defaulting and feature-extractor center-arg crashes are different processor bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug and category-cardinality RuntimeError are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading and Perceiver image-resolution interpolation are different subsystems and failures." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both involve model loading, but one is a specific Llama 3.2 Vision breakage and the other is a generic base_model_prefix regression." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and cache/recurrent-state behavior are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer construction are not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety and DeepSeekV3MoE implementation divergence are different problems." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing TensorFlow in a torch extra and a missing import_utils helper are unrelated packaging/import issues." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still using pipeline() are not the same change." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different model configs and different missing fields; no shared root cause is evident." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen video-input regression are unrelated model bugs." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression and sequence-classification loss computation are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope index scaling and Swin2SR padding are different image/video preprocessing issues." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading and Gemma-3 eos_token_id inconsistency do not match." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden_states regression and ModelOutput key assignment bug are separate behaviors." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU-efficient loading breakage and Qwen3-VL weight-shape mismatch are different loading failures." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and rotary_pct reload resetting are different config-loading issues." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "A model weight-shape mismatch and an incorrect save_pretrained checkpoint are not the same underlying bug." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing error and DeepSpeed deque IndexError are unrelated runtime failures." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM text_config unwrapping are distinct config/model-construction issues." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model-loading regression and a tensorflow_text backend mapping 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": 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-10000-481", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44190", + "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:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44190|issue:44496", + "issue:43232|issue:43388", + "issue:42907|issue:45698", + "issue:44442|issue:45803", + "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:43606|issue:43701", + "issue:44568|issue:45479", + "issue:46234|issue:46291", + "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:44077|issue:44534", + "issue:42175|issue:43316", + "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" + ], + "prepared_review_unit_hash": "6d0847bfcdb9c73b22e782dbffb276aaf10c7ee5ee6fb9c5c8cee8ec2e154f56", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36302, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated Transformers issues rather than a duplicate cluster. The soft pairs mostly share only broad subsystem keywords (generation, caching, loading, tokenizers) but describe different failure modes, models, or code paths.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the strongest standalone candidate: it has the most discussion, multiple inbound references, and a clear, broadly relevant from_pretrained/save_pretrained custom-module loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different problems: local dataset loading in a no-trainer script vs model config recognition on a specific model repo." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Both involve training internals, but one is a generation state update bug and the other is a metrics/batch-label truncation bug." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load flows, but one is about saving dequantized Ministral/Devstral models and the other about loading the wrong custom module after save_pretrained; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Unrelated: tokenizer loading failure vs a bare-except bug in Fuyu tensor conversion." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different failure modes: running a parallel script vs tensor-parallel OOM on a specific Qwen2 model." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA inference differences are distinct bugs." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel loading is not the same as a key error while loading MobileLLM-125M." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to a Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to an ImportError about missing PyTorch." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and resume_from_checkpoint key mismatch are different code paths and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token insertion and sequence-classification loss degeneracy are different bugs." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and a kernels package version/revision import failure are separate dependency issues." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as cache lazy initialization causing recompilation." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to an error message incorrectly mentioning translation tasks." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression is different from Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve special tokens, but one is a config mismatch and the other is a Whisper empty-transcription generation failure after alignment." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and image preprocessor dtype mismatch are not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Dependency/backend installation issue vs configuration API discrepancy; no shared bug." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token config mismatch is unrelated to quantized model save/load breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in v5 and GPTNeoX rotary_pct reload regression are separate issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF-related from_pretrained/tokenizer loading breakage is unrelated to an unrecognized model config error." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu conversion is unrelated to Trainer import problems caused by datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a Janus model test failure are unrelated model-specific issues." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu tensor conversion exception handling and Windows/ROCm distributed import errors are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug in Mistral3ForConditionalGeneration is different from FlashAttention failure in Ministral-3." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-path collision for local models and max_cache_length semantics for quantized cache are different cache 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": 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-10000-481", + "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:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43827", + "issue:43994", + "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:46202", + "issue:46234", + "issue:46369", + "issue:46617", + "issue:46640", + "issue:46697" + ], + "soft_pairs": [ + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "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:44792|issue:44977", + "issue:44792|issue:45600", + "issue:43352|issue:46640", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:44190|issue:44964", + "issue:43525|issue:43531", + "issue:35141|issue:42490", + "issue:44534|issue:44913", + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:44855|issue:45588", + "issue:45632|issue:46617", + "issue:43827|issue:43994" + ], + "prepared_review_unit_hash": "409ff87ecd9b2217b3d1749f7b7f6b11bd1c2df32037232497158dd771b9a2df", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34354, + "estimated_input_tokens": 8589, + "estimated_eval_tokens": 17434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft-similarity pairs mostly share broad subsystem vocabulary (loading, cache, processors, flash-attn, multimodal), but they describe different concrete failures. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45698 is the strongest standalone anchor: it is open, has the most discussion/inbound references, and its title/body describe a clear, user-facing `from_pretrained` loading bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best representative issue in this set because it is active, well-scoped, and has the broadest practical impact among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Both involve SAM/vision models, but one is a processor size mismatch and the other is a memory overflow; different root causes and fixes." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated problems: a placeholder/invalid issue title versus a Gemma tokenization roundtrip bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Both are regressions, but they hit different model families and different code paths (`CLIPVisionModel` hidden states vs Qwen video inputs/flash-attn)." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "No meaningful overlap beyond both being import/config related; one is a missing config field, the other is a backend mapping error." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Completely different failures: TensorBoard/TensorFlow backend selection versus a missing import utility for Falcon Mamba SSM." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is a video-input processing error and the other is a batched chat-template padding crash." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Different loading bugs: legacy field compatibility for BEiT preset loading versus wrong custom module resolution after `save_pretrained`." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/eval logic: metric gathering truncation versus auxiliary-loss normalization." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d implementation issue is not the same as a CUDA OOM in Sam3Video." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "One concerns LoRA merge behavior with tied embeddings; the other is a multimodal token-id defaulting issue." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different problems in different models: janus test failure versus Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A failed janus image-generation test is unrelated to stale `auto_mappings` references breaking CI." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Too vague on the right-hand side; the left is a specific model-compatibility error, not clearly the same bug as a generic flash-attention issue." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/state, but one is a missing GenerationMixin cache in chunked prefill and the other is recurrent-state reset in modular Qwen3.5 code." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different pipeline/model bugs: pipeline processor lookup versus a missing `fpn_position_embeddings` attribute in SAM 3 video output." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated user flows and failure modes: local dataset loading for a training script versus model loading for Phi-4 multimodal." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "A missing `pad_token_id` config attribute is unrelated to Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different areas entirely: embedding resize/post-init reinitialization versus local-path import warning handling." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both are v5 regressions, but one is about non-persistent buffers and the other about config round-tripping of `rotary_pct`; not the same code path." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different serve failures: KV-cache continuation indexing versus missing `_tokenizer` on Gemma4Processor." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "A config validation edge case for Llama is unrelated to an image-processor padding bug in Swin2SR." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different failures in unrelated areas: Python 3.13 import/parsing issue versus flash-attention handling of `s_aux=None`." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve `trust_remote_code` caching, but one is a leaf-directory collision and the other is a cache file-not-found scenario; not the same defect." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is documentation lag after pipeline removals; the other is a model behavior issue with `AutoModel`/`pipeline` usage." + } + ] + }, + "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": 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-10000-481", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45803", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752" + ], + "soft_pairs": [ + "issue:43931|issue:44060", + "issue:43673|issue:46421", + "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:44479|issue:44734", + "issue:44077|issue:44877", + "issue:43550|issue:44190", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:44112|issue:45600", + "issue:43526|issue:46697", + "issue:44779|issue:46489", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:45290|issue:46752", + "issue:44737|issue:45803", + "issue:43540|issue:44734" + ], + "prepared_review_unit_hash": "2ae36f61cfbaf928b8f5f9c2487c5027331e94d16ab4b1227b90b2120a9c225c", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35546, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated transformer/model bugs. A few pairs are thematically close (tokenizers, chunked prefill/cache, chat template edge cases), but they do not appear to be the same concrete underlying defect, so I would not merge them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 46489 is the best canonical issue candidate among the set because it is narrowly scoped, references an existing fix gap (PR #44801), and describes a concrete tokenizer regression with clear reproduction intent.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46489 is the strongest overall issue to anchor on: it is specific, actionable, and tied to an upstream fix path, making it more useful than broader symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different models and different failures: weight-shape mismatch in Qwen3-VL vs a tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve chunked prefill/cache, but one is a missing cache issue and the other is spurious recompilation from lazy initialization; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Unrelated regressions in different subsystems: CLIPVision hidden states vs MoE load-balancing loss computation." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Completely different components: Sam3Video OOM vs Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Different generation issues: stale warning for num_return_sequences vs Whisper failure on empty output." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "One is about non-persistent buffers being filled with junk, the other about rotary_pct not persisting on reload." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Different behavior and models: pipeline top_k nesting issue vs XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils is unrelated to a Qwen3.5 chat crash." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Different code paths: SwitchTransformers config sparsity bug vs Python 3.13 JIT parsing/IndentationError." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "One is a video-input regression in several VLMs, the other is a serve KV-cache indexing crash; not the same fix target." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Related only at a broad config-validation level; the model/configs and failure modes differ." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to loading a local dataset in a training script." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different problems: wrong vision position ids in Qwen2.5-VL vs memory overflow in Sam3-LiteText." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the category-count limit error." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "No concrete code-path overlap; one is model config construction, the other is dataset loading." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different Sam3/OmDet issues: a dummy Conv2d in pixel decoder vs processor output-size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is unrelated to a stale warning about num_return_sequences." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Documentation/example mistakes are not the same underlying bug as local dataset loading failure." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both touch video processing, but the bugs are distinct: wrong position ids vs incorrect padding calculation." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but one is a stale test override and the other is a broken auto_mappings reference; different causes." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs in different models: label reduction vs over-padding." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions, but the model scope and reported failure modes differ enough that they do not clearly describe the same concrete bug." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory pressure, but the affected models and root causes are not the same." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Regression in processor/tokenizer access is unrelated to resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Same API surface, but distinct edge cases: assistant tool-call messages vs an empty message list." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor allocation bug is unrelated to a bare-except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache indexing crash are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43479", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44938", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:45632|issue:46234", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "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:43404|issue:45216", + "issue:45245|issue:45584", + "issue:44186|issue:44734", + "issue:36246|issue:41628", + "issue:42796|issue:44521", + "issue:32090|issue:35141", + "issue:43650|issue:44220", + "issue:36246|issue:38617", + "issue:43479|issue:45375", + "issue:41950|issue:44016", + "issue:43531|issue:45600", + "issue:44295|issue:46506", + "issue:43673|issue:46424", + "issue:44016|issue:44220", + "issue:43976|issue:44987" + ], + "prepared_review_unit_hash": "029310b2c28618aad5231d422af434d8888366844e6f7afb92d5c4ffdaf46fca", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35497, + "estimated_input_tokens": 8875, + "estimated_eval_tokens": 18006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs span different models, APIs, and failure modes, so none look like true duplicates. No PRs are present in the set.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44521 is the strongest standalone issue to anchor the cluster: it is specific, reproducible, already referenced by others, and has clear multimodal context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is also the best overall representative issue because it is well-scoped and actionable, unlike many of the other broad or unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure vs TensorFlow-backend detection problem; different layers and symptoms." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize/tie-weight regression vs Whisper empty-transcription generation bug; unrelated code paths." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one is assistant-mask generation in chat templates and the other is Qwen2.5-VL vision position IDs." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer choosing tokenizer.json vs Hub file listing not forwarding revision; different APIs and fixes." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Local trust_remote_code cache-path collision vs missing import utility symbol; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different config/import issues." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness investigation vs unsafe sys.modules access; different underlying problems." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal load failure vs stale auto_mappings entries for removed configs; unrelated roots." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Incomplete config returned with trust_remote_code vs unknown model lacking model_type; separate config-loading failures." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI flake vs Phi-4 multimodal load regression; different subsystems." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta vs output embedding reinitialization after resize; no shared code path." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation vs RoPE validation list handling; both config-related but distinct bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "TensorFlow extra/backend packaging issue vs a generic dependency problem; too broad to be the same defect." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 weight-tying bug vs Qwen3.5 save_pretrained regression; different models and behaviors." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality limit error vs Whisper empty-transcription bug; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs serve KV-cache continuation tensor-indexing bug; different code paths." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different symbols/modules; not the same missing export." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling vs multimodal assistant-mask generation; tokenization bug and chat-template bug are distinct." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error vs embedding resize/post_init reinit; unrelated runtime paths." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder/non-bug issue vs a specific fbank feature extraction bug; no duplicate signal." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing Qwen2.5-VL image processor import vs missing configuration_utils symbol; separate export regressions." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4Multimodal default config initialization vs Qwen3_5MoeVision missing field; different config classes and failure modes." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline using image processors vs a notebook syntax error; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs stale auto_mappings references; different subsystems." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading a registered buffer incorrectly vs CPU/CUDA output divergence; different mechanics and scope." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill generation cache issue vs max_cache_length only applying to quantized cache; related theme but not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction issue; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility problem vs a specific model-loading failure; different root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "nodes": [ + "issue:39692", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43577", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:44683|issue:45446", + "issue:43295|issue:45335", + "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", + "issue:44496|issue:45759", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:43299|issue:45216", + "issue:44327|issue:46752", + "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:43299|issue:45357", + "issue:44351|issue:45278" + ], + "prepared_review_unit_hash": "42e8faacf2b19fb942e6bef692981f1a14953f01b1406bb4ce3905c22344c942", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37005, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These candidates are mostly unrelated Transformers regressions spanning model loading, tokenizer/processor behavior, flash-attention, docs, and caching. None of the soft pairs look like the same underlying bug/change, so all duplicate candidates should be rejected.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here because it reports multiple import errors after an upgrade, which is the closest high-level theme among the items. It is still not a true duplicate of the specific bugs, but it is the best available canonical anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable single issue to represent the cluster only in a loose sense: it is broad, user-facing, and covers the import/load-failure category better than the other very specific reports. It should not be treated as a precise duplicate target for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both involve flex_attention, but one is a torch>=2.9 compilation failure and the other is an AuxRequest import/version-check issue; different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression vs t5gemma embedding-resize bug; unrelated failures." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label-reduction bug vs pipeline docs behavior note; not the same issue." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode guard vs D-FINE auxiliary-loss behavior; different underlying problems." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different models and symptoms: helper length computation vs CPU/CUDA output divergence." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch vs model-loading/config error; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family area, but save/dequantization failure and FlashAttention runtime failure are different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model/config import problem vs PIL backend torchvision dependency issue; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python-version compatibility complaint and a vague dependency issue are too broad to be the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression vs ANSI color output bug; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but the failures are distinct: Ministral-3 FA crash vs s_aux=None AttributeError." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized-model/config loading error vs AutoModelForCausalLM text_config unwrapping bug; different fixes." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs tokenizer AddedToken argument collision; unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure vs cache-length semantics; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and likely different fixes." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL model-loading regression vs Qwen3.5 save_pretrained regression; different stages and code paths." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA span decoding top_k bounds bug vs empty apply_chat_template IndexError; unrelated." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch result dropping vs model memory overflow; different problems." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; too broad to merge." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "assistant_masks bug in multimodal templates vs FA2 long-context performance regression; unrelated." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding-resize bug in t5gemma vs Whisper empty-transcription generation issue; different models and code paths." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation vs missing decorator on rotary-pos registration; unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A vague dependency complaint and a specific PEFT version pin problem are not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation bug vs Qwen3.5 save_pretrained regression; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example/model-processor mismatch and quantization failure vs a pipeline docs deprecation note; not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor/tokenizer regression vs Deepseek tokenizer output regression; different subsystems." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer args ignored vs model warning about tie_word_embeddings; unrelated." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both involve import failures after upgrade, but one is a specific missing export and the other is a broad report; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43761", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "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:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46209" + ], + "soft_pairs": [ + "issue:41950|issue:45020", + "issue:44779|issue:45812", + "issue:42796|issue:43650", + "issue:43299|issue:43854", + "issue:44242|issue:45200", + "issue:43479|issue:43525", + "issue:44466|issue:45276", + "issue:43653|issue:45593", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:43650|issue:46209", + "issue:44462|issue:45081", + "issue:44361|issue:45593", + "issue:43441|issue:45834", + "issue:45103|issue:45372", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:44261|issue:44263", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43901|issue:44246", + "issue:44623|issue:45397", + "issue:43441|issue:44683", + "issue:43673|issue:43761" + ], + "prepared_review_unit_hash": "f7d44c524b2bd9ecb4acc8855198128cb771afecd8abd0dbec95afbf0e33569f", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36062, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated standalone issues. They share some broad themes like v5 regressions, tokenizer/model-loading problems, and deepspeed quirks, but none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the soft pairs span distinct bugs across tokenizers, model loading, configs, training, docs, and CI rather than one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: there is no umbrella report that meaningfully subsumes the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different failures: video-classification pipeline processor lookup vs broad remote_code model-loading regressions." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they affect different model families and symptoms; not the same bug." + }, 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"accept": false, + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; different subsystems." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup issue and Gemma4 device_map forward mismatch are different bugs." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on new torch versions is unrelated to a TensorFlow backend installation problem." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights constructor-argument failure are not the same defect." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A vague placeholder request is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashes are different tokenizer-loading problems." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE loss handling." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR index error are different issues." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring crash with future annotations and a mistral_common import error are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving a quantized model and loading a dequantized model with offload are different code paths and failures." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor OOM in deepspeed and double optimizer-step behavior in deepspeed are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash vs list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "These are different GLM-related defects with different failing functions and symptoms." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings cleanup for removed configs is unrelated to leftover dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and a slowdown in filtering data are different problems." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend packaging metadata and Python-version compatibility are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM prediction regression and Deepseek tokenizer regression are different model-specific bugs." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores and import slowness are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files and Gemma-4 zero3 from_pretrained are different issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "GenerationMixin cache handling and CLIPVisionModel hidden_states regression do not share the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-10000-481", + "nodes": [ + "issue:41628", + "issue:42491", + "issue:42886", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45800", + "issue:45823", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46424", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752" + ], + "soft_pairs": [ + "issue:43723|issue:44162", + "issue:45542|issue:45800", + "issue:43824|issue:43976", + "issue:46291|issue:46399", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "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:43526|issue:45003", + "issue:45103|issue:46399", + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:43540|issue:46752", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:44295|issue:45397", + "issue:44451|issue:46752", + "issue:44336|issue:46424", + "issue:42886|issue:46132" + ], + "prepared_review_unit_hash": "fc9fa84f9d490432c811dca9ca4c8278fe6ae6aa04cf32aff01f4c0f6298100b", + "component_budget": { + "node_count": 481, + 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The closest anchor is a generic v5 loading regression, but the cluster is too heterogeneous for a strong canonical.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43723 is the broadest user-visible loading regression (`from_pretrained`/tokenizer loading in v5) and the closest central anchor among these reports, though it does not subsume the rest cleanly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best representative of the cluster\u2019s common theme of v5 loading/import failures, but only weakly so because the set spans many different subsystems and bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Both mention loading failures, but one is tokenizer loading in v5 and the other is an ESM2 model breakage; different code paths and symptoms." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Unrelated problems: tensorboard/TensorFlow backend handling vs a torch/transformers compatibility regression." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "One is a missing exported class for a specific model, the other is a Python version support regression; not the same bug." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both involve kernels, but one is a pipelines import/revision issue and the other is a missing decorator in Qwen3.5 kernel registration." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading-related, but one is a missing `pad_token_id` on `Llama4Config` and the other is a generic GLM-4V load failure; not the same defect." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence on `torch.compile` is unrelated to ANSI output in loading_report." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config/loading, but one is a missing config attribute and the other is `trust_remote_code` omitting fields; different root causes." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "A missing storage type and a chat crash are not the same underlying bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI terminal codes vs a wrong docstring are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Both are vision/processor issues, but one is a padding calculation bug and the other is missing-backend error handling; not a duplicate." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "An import error for `AutoImageProcessor` is unrelated to the Python 3.9/3.10 compatibility issue." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance and unrecognized-model config handling are different problems." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Missing `nn` during import of sentence-transformers is unrelated to a tensorboard-without-TensorFlow backend error." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata mismatch on save is not the same as a gemma-4 ZeRO3 `from_pretrained` failure." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generation warning are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "A stale phonemizer language cache is not the same as inconsistent `from_pretrained` behavior inside Python classes." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Different subsystems: BEiT image label reduction vs unsafe `sys.modules` access in modeling_utils." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation parsing and Qwen3.5 kernel registration are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both are loss-related, but they affect different models and different conditional branches; not the same concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE/version regressions, but one is a LoRA compatibility issue and the other is a Qwen3VL loading breakage; too different to merge as one fix." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "A sliding-window bug in Qwen3-MoE and a chat crash in Qwen3.5 are not the same underlying issue." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-processing `ValueError` in Qwen3OmniMoe and an empty-chat-template `IndexError` are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and Gemma-3 eos-token inconsistency are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A `position_ids` buffer access error and gemma-4 ZeRO3 loading failure are different code paths." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading for ScandiBERT and empty chat-template handling are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal ANSI output and cache max-length semantics are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Tokenizer offline cache loading and AttentionInterface registration behavior are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44351", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655", + "issue:46726" + ], + "soft_pairs": [ + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "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:43475|issue:46369", + "issue:43262|issue:44246", + "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:43295|issue:45292", + "issue:45292|issue:45584", + "issue:44561|issue:46399", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:44987|issue:45459" + ], + "prepared_review_unit_hash": "ed715221d58a88111936e22b29d7e560c51be5335521396e2a8a7b65f10007a0", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36734, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated across different models/subsystems (imports, video/audio processing, DeepSpeed, cache handling, config loading, docs, and performance). None of the soft pairs look like the same underlying bug/change, so there is no true duplicate cluster here.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44479 is the broadest representative if one must be chosen (a video-input regression spanning several Qwen variants), but the overall set is too heterogeneous to treat it as a single duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different failures: Bamba torch.compile/SDPA vs PPDocLayoutV3 CPU/CUDA output mismatch." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness bug vs resize_token_embeddings propagation bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup is unrelated to audio fbank feature extraction." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Qwen2.5-VL image-processor import error is unrelated to huggingface_hub is_offline_mode import failure." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols: Qwen2.5-VL image processor vs HybridCache." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is not the same as ZeRO3 empty-deque IndexError." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation tensor indexing is unrelated to cache length config semantics." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug and pytest-xdist file-race bug are different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized-model config loading is unrelated to sys.modules access." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM padding miscalculation affect different processors/models." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU-offload incompatibility in rotary embedding is different from missing decorator on apply_rotary_pos_emb registration." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache regression is unrelated to removal of is_torch_fx_available for trust_remote_code models." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a broad Qwen regression and the other is a SmolVLM padding bug." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 vision encoder missing attribute and sam3-litetext memory overflow are different defects." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate defaulting is unrelated to slow import behavior." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing strict config field and unwrapping text_config in composite Qwen configs are different issues." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router loss omission and AMP/CUDA image-loss crash do not share the same failure." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access error and performance regression report are not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque IndexError is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import error and DeepSpeed/BertModel IndexError are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for granite_speech and Qwen3.5 MoE vision config field loss are different model/config bugs." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer/images regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation are different defects." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Missing utility for trust_remote_code models is unrelated to Qwen3.5 kernel registration failure." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Device-dependent lm_head serialization is not the same as t5gemma embedding resize propagation." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "processor.save_pretrained missing files and AutoProcessor backend-missing image-processor errors are distinct." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA mismatch are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is unrelated to protobuf decode-error masking." + } + ] + }, + "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-10000-481", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44530", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45397", + "issue:45412", + "issue:45563", + "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:44479|issue:46170", + "issue:43352|issue:45250", + "issue:44060|issue:44077", + "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:45397|issue:45656", + "issue:43931|issue:44368", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "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:45685|issue:46431", + "issue:44530|issue:46170", + "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:43701|issue:44749", + "issue:44871|issue:46132" + ], + "prepared_review_unit_hash": "b296cfaa94c9fee51c98fe6e2476493e86ee835c30c5893a8622f024e701980b", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36995, + "estimated_input_tokens": 9249, + "estimated_eval_tokens": 18754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs look like false positives: the items are a grab bag of unrelated Transformers bugs across tokenizers, vision, cache, config, and serving paths. None of the pairs appear to share the same concrete underlying fix.", + "confidence": 0.69, + "canonical_issue_reason": "No single canonical issue emerges from this set; the items are heterogeneous and do not collapse into one duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be chosen, issue 44479 is the strongest standalone report because it describes a concrete, broad regression with clear affected models and symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models vs Windows/ROCm import failure due to torch.distributed; unrelated failures." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific Nemotron Flash Attention 2 support gap vs a generic Flash Attention 2.0 question; not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning vs patchtsmixer post_init policy; different model behaviors and code paths." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory cleanup issue vs MaskGenerationPipeline partial-batch dropping; no shared underlying change." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs broad ESM2 breakage; too different in scope and symptom." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning during LoRA fine-tuning vs a flash-attention generation regression; not the same failure." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Granite speech config loading strictness vs Windows/ROCm dependency import error; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Second-forward stale cache bug vs Gemma4 token-type-id defaulting; different model logic." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder attribute error vs Qwen3OmniMoe video-input ValueError; distinct model families and bugs." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache load failure vs Gemma4 multi-GPU OOM; no common code path." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained issue vs deepspeed optimizer double-step; different training mechanisms." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 embedding warning; separate loading vs configuration issues." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both SAM3-related, but one is a dummy Conv2d implementation and the other is a model-type/config mismatch warning." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tie-word-embeddings warning vs stale num_return_sequences warning in paged generate; unrelated warning paths." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward vs flash_attention s_aux=None crash; different components and symptoms." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 vs accuracy regression after upgrade; one is a load failure, the other a model-quality regression." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache length return-type contract bug vs LlamaConfig head_dim validation; not the same underlying defect." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip issue; no shared code-path." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of another issue vs Gemma pipeline roundtrip failure; insufficient evidence they are the same bug." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat-completions API rejection vs tokenizer roundtrip failure; different surfaces entirely." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Bidirectional-skip branching bug vs cache lazy init causing recompilation; related to performance but not the same change." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram unsupported for Int vs missing chat template in processor; unrelated preprocessing/runtime issues." + }, + { + "left": "issue:44530", + "right": "issue:46170", + "accept": false, + "reason": "PagedAttentionCache group-type crash on Qwen3.5 vs torch.distributed import issue; distinct failures." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 PixelDecoder dummy layer vs mask pipeline final-batch handling; no common underlying bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs a data-filtering slowdown after upgrade; unrelated tokenizer/runtime problems." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained config mismatch vs processor save_pretrained missing files; both serialization-related but not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Siglip2 nonsense outputs vs AutoProcessor missing backend error; one is model behavior, the other environment-dependent loading." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage in v5 vs ESM2 broken workflow report; different models and failure modes." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Upgrade-induced slowdown vs deepspeed double optimizer step; unrelated training regressions." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch vs performance regression after upgrade; different bugs." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency vs AttentionInterface.register behavior change; separate configuration and 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": 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-10000-481", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44623", + "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:45656", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46726", + "issue:46752" + ], + "soft_pairs": [ + "issue:43232|issue:43673", + "issue:44623|issue:45656", + "issue:43441|issue:46752", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:45375|issue:45478", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:44964|issue:45137", + "issue:43986|issue:46726", + "issue:45310|issue:45375", + "issue:44869|issue:45356", + "issue:42371|issue:45092", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42994|issue:43525", + "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:42994|issue:43824", + "issue:42673|issue:43704", + "issue:45081|issue:45103" + ], + "prepared_review_unit_hash": "75a96383808219db4cb3bbcea92a57fcb93c332564efbf4d96bd70e373ba550a", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36219, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous grab bag of unrelated Transformers issues. Only two soft-edge pairs look like true duplicates: the Qwen3ForCausalLM VRAM leak reports and the Qwen3.5 MoE from_pretrained error reports.", + "confidence": 0.82, + "canonical_issue_reason": "No single cluster-wide canonical issue: the items split into multiple unrelated bugs and regressions. If forced to anchor on a duplicate pair, issue 45310/45478 is the clearest exact match.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best standalone representative because it is a concrete, version-scoped bug report and has an exact duplicate in 45478.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but they describe different failure modes and code paths: sync_gpus/update_model_kwargs vs chunked_prefill cache handling." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Saving processor files and duplicate optimizer stepping under DeepSpeed are different problems." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "Ministral FlashAttention failure and empty-list apply_chat_template crash are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure is not the same as Qwen2.5-GGUF loading failure." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video encoder attribute error and trust_remote_code missing-fields behavior are different bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a missing config field and the other is a from_pretrained failure; not clearly the same bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import error and Sentence Transformers loading hang are different symptoms and likely different causes." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "AutoImageProcessor import failure and image_utils import mismatch are related to imports, but not the same missing symbol or code path." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both mention AutoProcessor and missing vision backends, but they target different models and error conditions; too broad to merge." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 MoE from_pretrained error vs missing deepstack_visual_indexes field are distinct issues." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer codec regression are unrelated tokenizer/decoding bugs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility are different topics." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report versus gemma-4 zero3 from_pretrained issue; no clear underlying match." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are different regressions." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 doc example errors and AutoProcessor backend-missing import behavior are separate problems." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 video encoder attribute error and qwen2.5-vl video position-id bug are different model-specific failures." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading failure in v5 and mistral_common continue_final_message behavior are different tokenizer issues." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 rotary-pos-emb registration failure are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache/update bug and attention-kernel divergence under torch.compile are different code paths." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor attribute error and Gemma pipeline roundtrip failure on \u2581 are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output bug and Qwen3_5 infinite-loop-on-image issue are different failures." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "AutoImageProcessor import error and HybridCache import error are separate missing exports." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma pipeline roundtrip failure and DiffusionGemmaGenerationOutput pipeline breakage are different symptoms." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "These are exact duplicates: same title, same Qwen3ForCausalLM VRAM leak symptom, and same underlying bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex crash and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are exact duplicates with the same title and same Qwen3.5 MoE from_pretrained failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The two accepted duplicate pairs are well supported by identical titles and closely matching issue descriptions, and the summary does not overclaim a single canonical issue for the whole cluster." + }, + "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": 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-10000-481", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44038", + "issue:44079", + "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:45137", + "issue:45200", + "issue:45310", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693" + ], + "soft_pairs": [ + "issue:43278|issue:45137", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:44222|issue:45310", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "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:43377|issue:44242", + "issue:46077|issue:46123", + "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:27957|issue:30333", + "issue:44734|issue:45103" + ], + "prepared_review_unit_hash": "b13b3e6b4d2fe9fcc59b0bfd7d2069d69e214ce5fd1420e1b0a7b4326d11dafd", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36728, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated bugs, regressions, packaging issues, or docs problems. A few pairs share broad Transformers-v5/tokenizer themes, but none look like the same concrete underlying defect. No canonical issue/PR stands out.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is suitable because the items cover many distinct subsystems and failure modes rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global best fit; the cluster does not cohere around one underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Different bugs: dtype change during eval vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Unrelated import failures for different symbols and modules." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related model family, but different releases and different from_pretrained failures." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained/moe serialization issue is unrelated to Qwen3.5 from_pretrained loading." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs sync_gpus bug is unrelated to janus image-generation test failure." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is not the same as saving FP8 MoE checkpoints." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow status reporting and DeepSpeed Adafactor OOM are different problems." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field model loading failure is unrelated to an xdist file race." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency installation issue is unrelated to a missing image_utils import." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A pytest race on captured_info.txt is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading and an xdist race are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue is unrelated to a missing import symbol." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading hang and embedding reinit after resize are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Dependency/backend packaging and dummy-class cleanup are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but they affect different behaviors and models." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask mismatch and MoE router loss behavior are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Causal-mask construction bug is unrelated to final-batch detection in a pipeline." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor save files is unrelated to Qwen3.5 MoE loading." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults and Whisper timestamp decode crash are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both mention generation performance, but one is a VRAM leak and the other is a long-context regression." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter mismatch are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different APIs and models." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading/import issue is unrelated to add_special_tokens BOS/EOS behavior." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose models and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they describe different failures and model families." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention for XLM-Roberta and MLflow job status reporting are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash and auto-docstring annotation handling 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": 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-10000-481", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43232", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "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:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46231", + "issue:46424", + "issue:46665", + "issue:46710" + ], + "soft_pairs": [ + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "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:44297|issue:45656", + "issue:42796|issue:43723", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:43479|issue:46665", + "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:45071|issue:46082", + "issue:46132|issue:46710", + "issue:44297|issue:45310", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:44190|issue:46082", + "issue:44263|issue:45092", + "issue:43232|issue:46424", + "issue:44206|issue:45103" + ], + "prepared_review_unit_hash": "ee0cc2e313973a0ceca5fb8beb5d13e69b889c29bf963f3144f0f5b9ed805e84", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37128, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes many unrelated Transformers issues across imports, tokenizers, generation, configs, training, and save/load behavior. All soft-similarity edges look like false positives.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one underlying bug or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue to represent the cluster; none is a suitable umbrella duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure reporting vs Llama 3.2 model-loading regression are different subsystems and bugs." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenization-space cleanup behavior and processor.tokenizer/image passthrough regression are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Generic v5 tokenization-space cleanup issue vs Kimi codec-handling/tokenizer regression are distinct bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script empty multi-label results and local dataset loading failure are separate problems." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version requirement bump and leftover dummy-class cleanup are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect weight-tying warning and missing tensor-parallel plan are different model-specific issues." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer access error and double optimizer-step with deepspeed are unrelated code paths." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting on failure and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed MLflow reporting and unexpected trainer argument handling are different bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch; not the same underlying issue." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and leaked dummy PT classes are different export/import issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD args not being used is a code bug; set_training doc parameter mismatch is documentation only." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer_class mismatch in tokenizer.save_pretrained are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output regression and AttentionInterface.register behavior change are different code paths." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and missing processor save files are unrelated save/load vs numeric-behavior bugs." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata mismatch and duplicate optimizer stepping with deepspeed are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Model-specific BPE marker handling and a general AutoTokenizer.from_pretrained v5 loading issue are not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config default initialization and non-persistent buffer junk fill are distinct initialization/runtime issues." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is processor file omission." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limit error and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Config default handling and from_pretrained behavior inside Python classes are different problems." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages; no shared underlying fix." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids and GLM-5 RoPE implementation are not the same issue." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface.register behavior change and DeepSeek accuracy regression are separate issues." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch and Qwen3.5 MoE from_pretrained failure are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE serialization and max_shard_size default semantics are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation bug are different code paths." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading failure and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value handling in one model component and meta-init incompatibility in another are distinct bugs." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs after sync_gpus and cache max_cache_length handling are separate generation features." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported center argument in LastFeatureExtractor and auto_docstring annotation crash 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-10000-481", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43644", + "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:44734", + "issue:44829", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46402", + "issue:46421", + "issue:46431", + "issue:46655" + ], + "soft_pairs": [ + "issue:43122|issue:46209", + "issue:43232|issue:45834", + "issue:44734|issue:46421", + "issue:43475|issue:46305", + "issue:46209|issue:46431", + "issue:46305|issue:46655", + "issue:44263|issue:44360", + "issue:44295|issue:44623", + "issue:44263|issue:44373", + "issue:30990|issue:38175", + "issue:45381|issue:46305", + "issue:43644|issue:46305", + "issue:45092|issue:45357", + "issue:44261|issue:45092", + "issue:44279|issue:46328", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:44829|issue:46002", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:27957|issue:30990", + "issue:42757|issue:45278", + "issue:42886|issue:43066", + "issue:44188|issue:44373" + ], + "prepared_review_unit_hash": "632969a7f50b9da1081e415e97078755bef296a652f4a09e561e0e068c0429ce", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36284, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "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: tokenizer regressions, import/export failures, model-loading/saving bugs, and several model-specific inference problems. There is no strong single canonical duplicate; the closest repeated theme is tokenizer/serialization regressions, but even those are usually different code paths.", + "confidence": 0.86, + "canonical_issue_reason": "No true canonical issue stands out because the cluster is heterogeneous. If one representative must be chosen, issue 43122 is the broadest, highest-signal tokenizer regression report and has some inbound attention, making it the best proxy for the tokenizer-regression subset.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the strongest standalone representative among the issues here: it is a clear regression report with concrete reproduction and broader applicability than the narrower model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer-version regression vs FP8 inference failure; different subsystem and failure mode." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state update bug vs OCR long-input indexing error; unrelated code paths." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "KV-cache continuation crash in serve vs cache lazy-init recompilation; both mention cache but are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 vision encoder attribute error vs MoonshineStreaming window off-by-one; unrelated models and logic." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 B200 inference issue vs missing chat template on processor; different feature areas." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Streaming attention window off-by-one vs video padding calculation bug; both video-related but distinct." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Different DSA-indexer complaints: split-return handling vs missing ReLU." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer access error vs save_pretrained missing files; separate serialization/attribute issues." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Runtime indexer bug vs docstring typo; not the same underlying problem." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Loading hang vs zero-probability inference behavior; different symptoms and likely different causes." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug vs MoonshineStreaming mask off-by-one; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs streaming mask off-by-one; no shared code path." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for old InternVL2 checkpoints vs Qwen3.5 visual encoder key saving regression; both loading/saving, but not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Precision/config issue in MLA q_a_layernorm vs remote-code checkpoint meta-init incompatibility; different models and mechanisms." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency complaint vs SequenceFeatureExtractor.pad performance issue; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized-model save failure vs sinq quantized model save/load breakage; both serialization-related but not the same concrete bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy issue vs Qwen3.5 from_pretrained error; different failure types." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention training degeneration vs NaNs after checkout/init; both training quality issues, but distinct." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing onnx module vs XLMRoberta Flash Attention 2 issue; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions API rejection vs Gemma4Processor missing _tokenizer; different layers." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Top-level import failures for different symbols; same broad theme, but not the same root bug." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe bug; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Wrong model type warning vs Sam3Model text encoder weights not loaded; different model-loading issues." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "onnx import failure vs tokenizer extra-space bug; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression vs infinite loop on a specific image; not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Offset-mapping bug vs BOS/EOS not added in v5; both tokenizer regressions but different behavior and code path." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 model issue vs sentence-transformers loading hang; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Single missing import from huggingface_hub vs broad import errors after upgrade; too general to treat as same bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache load failure vs wrong tokenizer decoder type in v5; different tokenizer issues." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs docstring problem; not related." + } + ] + }, + "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-10000-481", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42796", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46326", + "issue:46369" + ], + "soft_pairs": [ + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:44261|issue:44373", + "issue:43646|issue:46002", + "issue:42796|issue:43122", + "issue:42907|issue:44945", + "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:44295|issue:44297", + "issue:43784|issue:45600", + "issue:44117|issue:44704", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:44625|issue:44829", + "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:22355|issue:29159", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:43116|issue:45200" + ], + "prepared_review_unit_hash": "5451b41ef43d8152ea58ae33794714efaddb44f30d8e1d9181373851cc6976fc", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36226, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and does not contain a clear duplicate set; the soft links are mostly superficial similarity within broad transformer/model/tokenizer themes rather than the same concrete bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster: it mixes unrelated import, loading, generation, model-init, and tokenizer problems. If forced to anchor on one, 43122 is the broadest tokenizer-regression report, but it still does not unify the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43122 is the best single issue anchor only because it is a clear, general tokenizer regression; however, it still covers just one slice of the cluster and should not be treated as a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Both involve saving/loading behavior, but one is offline cache loading and the other is quantized model saving; different failure modes and code paths." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation state handling after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Same SAM3 family, but a model-type warning and a memory overflow are different bugs." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA precision/config issue and a docstring typo are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Both mention initialization, but one is a 5.0 API break for custom models and the other is NaNs in classification heads; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer complaints, but one is BPE-marker handling for a specific model and the other is a version-to-version tokenization regression; not the same concrete defect." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized-model save failure and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration guidance and a torch.split return-value bug are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading problems, but one is a hang and the other is a bus error on a specific model/platform; too different to merge." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env command and an import NameError in sentence-transformers are different issues." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer dropping and tied-weights warnings are different model-implementation problems." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mapping and a separate model-loading failure are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models and loading a multimodal checkpoint are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility and pipeline-parallel output correctness are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a buffer after registration and tokenizer_class metadata mismatch are different tokenizer/model serialization issues." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers and stale auto_mappings references are separate breakages." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback and AutoProcessor cached_file kwargs handling are different loading-path bugs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized-save failure and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-regression report; the former is one specific import error, but the concrete failing code path is not proven to be the same." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwarg forwarding and chat-template crash on tool-call messages are different code paths." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping and assistant-mask generation are both tokenizer-adjacent, but they are not the same underlying bug." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and RoPE implementation for GLM-5 are distinct architecture issues." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A wrong model-type warning and a missing attribute on Sam3VisionEncoderOutput are separate SAM3 issues." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization behavior, but one is a tokenizer regression across versions and the other is chat-template assistant-mask handling for multimodal inputs." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but the bugs are different: a versioned tokenization mismatch versus continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "ONNX module import failure and slow-vs-fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Quantized saving and gguf_file loading failures are different serialization/loading problems." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and tokenizer save metadata mismatch are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label classification output and Gemma 4 mm_token_type_ids defaults 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": 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-10000-481", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "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:43278|issue:44945", + "issue:36296|issue:43116", + "issue:42757|issue:44351", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "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" + ], + "prepared_review_unit_hash": "7f5305199208be5071c4ec470a7491e1a3e69e2c2d19ada6bc11d29c78bf8537", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36219, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: it mixes unrelated tokenizer, import, model-loading, training, and documentation/regression reports. I found no soft edge that clearly represents the same underlying bug/change, so all candidate links should be rejected. If a single issue must be used as a cluster representative, issue:45278 is the broadest v5 regression/import-breakage report, though the overall cluster is still too diverse for a strong duplicate canonical.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report in the set (multiple import failures after upgrading to 5.5.0), so it is the best single representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best captures the repeated post-v5 breakage theme and is more general than the model-specific or single-symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer families and different bugs: offset_mapping correctness vs stale espeak backend state." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5 area, but one is save_pretrained checkpoint content and the other is a from_pretrained load failure; not clearly the same underlying defect." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different code paths: Qwen3-VL-Moe Transformers v5 bug vs FP8 save_pretrained for moe." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Unrelated symptoms and mechanics: model-specific v5 bug vs position_ids buffer access error." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different breakages." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenization regressions, but they affect different models and reported behavior is different." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different problem domains: dtype change in evaluate() vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and multi-label example script output are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Distinct import failures from different packages/modules, not one shared root cause." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Completely different issues: missing module import vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency issue vs Python 3.14 load failure; no shared bug." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model behaviors: 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 and a SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization cleanup behavior change vs phonemizer backend state bug are different components and symptoms." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; not the same defect." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related regressions, but one is a single missing symbol while the other is a broad post-upgrade import breakage report." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base_model_prefix loading breakage and NaNs in classification heads are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification output and SigLIP2 implementation mismatch are separate issues." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Runtime errors in compiled Python files vs a documentation parameter name mismatch are not duplicates." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue vs incorrect PyTorch version check in flex_attention; different code paths." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different models and likely different root causes." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model variants and different failure modes; insufficient evidence of one shared underlying bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug and NaNs in a classification head are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and bfloat16 dtype mismatches in CI are separate problems." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings and a missing image-patch helper method are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe feature-length helper behavior and flex_attention import version check are different defects." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related save/load regressions, but one is incorrect visual encoder keys in saved checkpoints and the other is a from_pretrained error; not clearly the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Multi-label example behavior and pipeline() translation-task messaging are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific issues." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer.evaluate() failure after train() do not share a concrete code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-481", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43450", + "issue:43673", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:43992", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45356", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46512", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46752" + ], + "soft_pairs": [ + "issue:43992|issue:44704", + "issue:44995|issue:46697", + "issue:28348|issue:46640", + "issue:43066|issue:46710", + "issue:46614|issue:46752", + "issue:43827|issue:45446", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:42673|issue:42796", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:43673|issue:46328", + "issue:45356|issue:46614", + "issue:42673|issue:46655", + "issue:44291|issue:45071", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:44466|issue:46002", + "issue:44117|issue:45588", + "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:43450|issue:43986", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628" + ], + "prepared_review_unit_hash": "093e29c91eb9db35e17f2878e9721ff24f7767b8ff945e594dbbf359b489c9f5", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36685, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: tokenizer regressions, flash-attention problems, model loading/import errors, processor shape bugs, and testing utilities. None of the soft pairs look like true duplicates or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the set; the items span unrelated bugs and features across different subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because the cluster does not share one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Both involve from_pretrained-style loading, but one is a missing encoder weight and the other is AutoProcessor kwargs forwarding; different code paths and bugs." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Completely different subsystems: GlmMoeDsa forward-pass caching vs image padding in Swin2SR." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "One is a GPT-2 FlashAttention 2 support request, the other is a generic flash-attention issue; not the same concrete bug." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder mismatch in v5 is not the same as a DeepSeek accuracy regression; model symptom is too broad." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer backend state and empty chat-template input crash are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing pipeline() and a flex_attention version check bug are unrelated changes." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Trainer/FSDP optimizer-state corruption and GenerationMixin cache missing during chunked prefill are different failures." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation error and stale num_return_sequences warning do not indicate the same bug." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM dataloader threads versus tokenizer BPE-marker handling; no shared root cause." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are different issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT-2 attention scaling ignored in SDPA/FlashAttention is separate from Gemma4 bidirectional-mask construction." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache behavior and SequenceFeatureExtractor padding performance are unrelated." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi-K2.5 tokenizer codec/fix_mistral_regex regression is unrelated to Wav2Vec2 phonemizer language caching." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3ForCausalLM VRAM leak and SmolVLM video padding are different code paths." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument handling and PretrainedConfig type checking are distinct API breakages." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and empty-list chat template crash are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT minimum-version bump and a PyTorch version check bug are unrelated maintenance issues." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency is not the same as NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer-mapping None handling and flash_attention s_aux=None crash are different failure modes." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained errors are related only by model family, not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and behaviors (offset mapping vs incorrect generation results)." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid GenerationConfig and Qwen3.5 flash-attention generation failure are separate problems." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type checking breakage in v5.4.0 and stale config.dtype after from_config are different config issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug and an xdist race on captured_info.txt are not the same underlying defect." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "testing_utils bug versus SequenceFeatureExtractor padding inefficiency; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-processor shape bug and AutoProcessor crash without torchvision are different issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 degenerate training and Qwen3.5 checkpoint save regression are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping fallback bug and Mistral regex patch AttributeError are distinct loader/tokenizer problems." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different code removals/refactors." + } + ] + }, + "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-10000-481", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43408", + "issue:43577", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46617" + ], + "soft_pairs": [ + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:43122|issue:46298", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:42222|issue:46178", + "issue:44484|issue:45310", + "issue:42371|issue:46617", + "issue:43937|issue:44496", + "issue:39401|issue:46209", + "issue:44410|issue:45478", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:44075|issue:45656", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:42222|issue:45542", + "issue:43931|issue:44410", + "issue:45071|issue:45542", + "issue:43874|issue:44261", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43012|issue:43577", + "issue:27957|issue:43352", + "issue:43931|issue:44038" + ], + "prepared_review_unit_hash": "a7a8a46a22a6836249217a804040ea79c1b01b55ea7cbb3934863b602f2c042e", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 35993, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of unrelated Transformers issues with a few broad import/tokenization regressions. None of the suggested soft pairs look like the same underlying bug or change, so I would reject all soft edges. If forced to pick one representative issue, issue:45278 is the broadest user-facing regression report (many import errors after upgrading), but there is no PR to nominate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest umbrella regression report in the set; it best represents the import/API-breakage theme if a single canonical issue is required.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most generally useful representative issue: broad, user-facing, and likely to subsume several narrower import-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Completely different bugs: chat-generation crash vs. feature extractor padding inefficiency." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and failure modes; one is a model-type mismatch warning, the other a key error while loading MobileLLM." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different categories: tokenizer behavior regression vs. noisy logging." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Unrelated topics: TF32 configuration warning vs. missing rms_norm_eps in MLA layernorm." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config-loading bug vs. documentation mismatch; not the same underlying change." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different subsystems and failures: vitpose model breakage vs. backend registry error for tensorflow_text." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "No shared code path; save_pretrained shard sizing is unrelated to Qwen3.5 MoE loading failure." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 warning/config issue is unrelated to trust_remote_code cache file lookup." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different failures: invalid GenerationConfig vs. unrecognized model config." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping bug and FP8/B200 inference failure are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen-family models, but the concrete problems differ: missing projections in one layer vs. from_pretrained error." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol is not the same bug as the fbank feature extraction issue." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-regression reports, but 45278 is a broad upgrade-wide failure while 44933 is a specific missing import; insufficient evidence they're the same fix." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: SGD args ignored vs. optimizer step called twice with DeepSpeed." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different model internals and symptoms: torch.split return values vs. RoPE implementation discussion." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is decoder-type mismatch and the other is changed tokenization output; too broad to treat as one bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings API and unexpected position-id key warnings are different regressions." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked-prefill bug is unrelated to a testing_utils issue." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor and PreTrainedModel type-checking breakage are different API changes." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Model-loading breakage and TensorBoard/TF backend detection are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen-VL loading mismatch vs. missing projections in qwen3next layer 0." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression and backend-install detection bug are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Image-patch counting bug and MLA layernorm epsilon bug are different code paths." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Chat/completions request validation and streaming inference failure are not the same underlying issue." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE only at a high level; the actual bugs are unrelated save_pretrained sharding vs. model-loading failure." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different models and operations; no evidence the GlmMoeDsaIndexer split behavior and deepseek-v4 transpose bug share a fix." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer missing ReLU and deepseek-v4 transpose issue are separate model-internal bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "PyTorch warning during compile of bf16 model vs. Blip2 dtype propagation bug are different problems." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Older XLM-RoBERTa FlashAttention support issue is unrelated to NemotronHForCausalLM Flash Attention 2 support." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen/VL loading and config issues; 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": 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-10000-481", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44933", + "issue:44936", + "issue:44987", + "issue:45003", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752" + ], + "soft_pairs": [ + "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", + "issue:44117|issue:44987", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:44410|issue:45375", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:46655|issue:46664", + "issue:43986|issue:44484", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:46172|issue:46710", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:44936|issue:46365", + "issue:43502|issue:43992" + ], + "prepared_review_unit_hash": "e4dff29dabce1516373bd6e50f76bc689d26de55c61ca5fb4fc401b7772529d1", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35951, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues with only superficial thematic overlap (imports, loading, model-family regressions). I would not merge any of the soft edges.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43502 is the broadest core-loader regression in the set and has the strongest user-facing impact; it is the best anchor only because the cluster is otherwise heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 has the widest applicability, high discussion activity, and directly affects offline/loading behavior, so it is the most suitable representative issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve flash attention, but one is a Ministral-3 compatibility crash and the other is a training degeneration bug; different code paths." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal for `tie_embeddings_and_encoder_decoder` is unrelated to the `gguf_file` tokenizer/model loading failure." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "`sys.modules` access in modeling_utils and a testing_utils bug are unrelated problems." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to the testing_utils issue." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A missing image_utils import and a docs parameter-name mismatch are not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm precision/config issues in MLA are unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Qwen3_5 infinite-loop behavior and SAM3-LiteText memory overflow are different model/runtime failures." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch helper and a torch.split return-value issue are different defects." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding-window bug is unrelated to the testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer-mapping fallback logic and loading `physical-intelligence/fast` are different loader failures." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Missing cache in generation during chunked prefill is unrelated to MaskGenerationPipeline batching logic." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3MoE divergence and a DeepSeek-V4 tensor transpose issue are not the same concrete bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal for tie_embeddings is unrelated to the flash_attention `s_aux=None` crash." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision for video processors is unrelated to the `ReasoningEffort` import error." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols in different packages and code paths." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different issues." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applying with `model_init` are unrelated training-path bugs." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A v5 API removal is unrelated to quantized save/load breakage after `save_pretrained`." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family regressions, but one is Qwen3-VL-Moe and the other is qwen3next layer wiring; not the same defect." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM video processor area, but one is padding calculation and the other is `num_frames` semantics; close, but not one bug." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video processor dependency handling and a save_pretrained shard-size question are unrelated." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and an `apply_chat_template` empty-list crash are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing `set_seed()` in a test file and a noisy logging message are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different modules and missing names." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A tensor transpose/dtype bug in DeepSeek-V4 is unrelated to the accuracy regression after upgrade." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal for embeddings tying is unrelated to offloading problems with quantization." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken construction and TOKENIZER_MAPPING_NAMES fallback are different tokenizer-loader bugs." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback and a DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Training/evaluation lifecycle issues are unrelated to import-time failure to bring in Trainer." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline/network access regression and missing `embed_tokens.weight` in UMT5Encoder are different loader 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": 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-10000-481", + "nodes": [ + "issue:36683", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "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:43064|issue:44380", + "issue:42757|issue:43824", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:44038|issue:44230" + ], + "prepared_review_unit_hash": "9155b444244df0ab12bef174b57c4f1f871befaf68a613b8cdfd487d90aee80a", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36238, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by unrelated issue reports rather than true duplicates. The themes vary across import errors, save/load regressions, model-specific bugs, backend/package issues, and warning/cleanup problems, so I would not merge any of the proposed soft pairs.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #44704 is the best canonical issue candidate because it is a concrete, narrowly scoped bug report with a clear code path (`AutoProcessor.from_pretrained` not forwarding kwargs to `cached_file`).", + "canonical_pr_reason": null, + "best_issue_reason": "#44704 is the strongest representative issue in this set: specific, reproducible, and directly actionable without being overly model- or environment-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different subsystems and failures: `AutoProcessor.from_pretrained` kwargs forwarding vs auto-docstring handling of postponed annotations." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Both mention runtime behavior changes, but one is GPT2 attention scaling under SDPA/FlashAttention and the other is cache lazy initialization recompilation; not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to a backend mapping error for `tensorflow_text`." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "A missing torchvision dependency path is unrelated to tokenizer mapping returning `None` in `from_pretrained`." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both concern saving, but one is dequantized model save failure and the other is pipeline object serialization; different code paths and symptoms." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models is unrelated to a model-specific infinite-loop generation bug on a particular image." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-support messaging and pipeline object serialization are separate problems." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are model-specific but distinct issues." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch precision warning on bf16 compilation is not the same as a Bamba SDPA compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is a repo hygiene/dummy-class bug; right is a noisy logging message. Not the same underlying defect." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A bf16 precision warning is unrelated to a tie-word-embeddings warning during Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing `embed_tokens.weight` in UMT5Encoder is unrelated to `max_shard_size` behavior in save_pretrained." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is unrelated to an isolated reproduction of a different issue." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention 2.0 support for a specific model is unrelated to a Python version compatibility problem." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both touch attention/backends, but they affect different models and different failure modes." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config/API flag is unrelated to a noisy logging message." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage is unrelated to the DeepSeek dtype/transpose issue." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend-specific attention scaling is not the same as `AttentionInterface.register` changing function behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "`post_init` validation for patchtsmixer is unrelated to importing Trainer being affected by `datasets`." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription failure and Trainer import conflict have different call paths and causes." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "One is FP8 `save_pretrained` behavior and the other is a Qwen3.5 MoE `from_pretrained` error; related topic, but not the same concrete bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma config attribute error is unrelated to an Apple Silicon allocator TypeError." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling under specific backends is unrelated to degenerate zero loss in sequence classification." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend extras packaging for TensorFlow is unrelated to an import conflict between Trainer and datasets." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "A trailing-slash local model warning is unrelated to bf16 precision warnings." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption in Trainer/FSDP2/PEFT is a different bug from GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Two different import errors, with different missing symbols and likely different dependency/version causes." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A precision warning on bf16 compilation is not the same as a flex_attention compile failure on torch 2.9+." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated model/component failures." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "A chat-completions API request rejection is unrelated to `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both are Qwen3-VL/MoE related, but one is a broad v5 bug report and the other is fp8 inference support; 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": 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-10000-481", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45561", + "issue:45850", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:43618|issue:43761", + "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: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", + "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:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:41669|issue:44246" + ], + "prepared_review_unit_hash": "81f889dbddc987c74e307e461370370a5646845905121d6ab7af1c18337e144d", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37505, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose similarity group of unrelated Transformers regressions, import failures, config mismatches, and model-specific bugs. None of the soft pairs look like safe duplicates; they mostly share only a broad subsystem or regression vibe.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45278 is the best umbrella-style issue in this set: it captures the broad post-upgrade import/regression theme without being overly narrow to one model.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative cluster anchor because it describes the broadest user-visible breakage pattern in the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is about attentions and the other about hidden_states; they look like different output-path bugs." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Same general model family area, but CLIP output-field regression and GPT-2 attention scaling are unrelated bugs." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError from a removed config utility vs local_files_only still triggering network requests; different code paths and symptoms." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation issues." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL loading regression vs a generic state_dict ordering load error; not the same underlying failure." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure and saving Pipeline objects are distinct save_pretrained problems." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and importing Trainer with datasets installed are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is embedding resize behavior and the other is bidirectional attention mask construction." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size in Gemma3Config and missing fpn_position_embeddings in SAM3 output are different model-specific attribute bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but they involve different packages and different missing symbols." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support gating for Nemotron and invalid GenerationConfig for GLM-5 are not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Chat/completions request validation and SAM3-litetext memory overflow are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix and saving Pipeline objects address different APIs and failure modes." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores versus Pipeline serialization; not a duplicate bug." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated configuration issues." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Generic state_dict sorting load error vs Qwen3.5 checkpoint save regression; different directions of failure." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they refer to different versions and likely different causes." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 label propagation and Gemma4 attention masking are unrelated model behaviors." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 bidirectional mask behavior and LlamaConfig head_dim validation are different configuration/model issues." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 save_pretrained checkpoint corruption are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing config attributes on different models; only the broad shape of the error matches." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both involve config propagation, but Gemma3 missing vocab_size and Qwen3.5 num_labels propagation are separate model-specific defects." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 Moe from_pretrained errors are different loading failures." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior and broad import errors after upgrade are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer state corruption under FSDP/PEFT and a typo in cache strategies do not match." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer SGD args being ignored and Trainer import broken by datasets are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Running compiled Python files and a Python 3.13 torch.jit.script parsing/IndentationError are different import/runtime failures." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are both version regressions, but not the same underlying issue." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict sorting load error and Gemma pipeline roundtrip failure are unrelated serialization/loading problems." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3 config attribute loss and FSDP2/PEFT optimizer-state corruption are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic load-order failure and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "One is a flaky test due missing set_seed, the other is an xdist file race in testing utils." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Decorating cache updates with no_grad and a broad complaint that 5.0 breaks many models are not duplicate-level specific." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Removing import * for performance and slow intermittent imports are related only at a very high level, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-10000-481", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44857", + "issue:44961", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43867|issue:45357", + "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", + "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" + ], + "prepared_review_unit_hash": "b2a622915043e0c239a5cdefe616761e82d2505ebdd15d1cd25606186a4f7966", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37206, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers regression reports with superficial overlap around loading/import/tokenization wording. None of the soft pairs look like the same underlying bug or change, so they should stay separate.", + "confidence": 0.3, + "canonical_issue_reason": "issue:43502 is the clearest broad, user-facing regression in a core loading/offline path, with direct reproducibility and wider applicability than the more model-specific or test/doc issues here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the most representative and actionable issue in the set: a general loading behavior bug with obvious impact on users trying to stay offline.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor-parallel loading, but one is a training bug and the other is an OOM while loading a specific Qwen model." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "These are unrelated regressions: cache/layer update semantics vs Python version compatibility." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Both are API-compatibility complaints, but they affect different model classes and different fields/constructor behavior." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "One is a state_dict load-order issue; the other is an incorrect save_pretrained key mapping. Same broad area, different bug." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are from_pretrained failures, but they concern different models and likely different root causes." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for missing PyTorch and tokenizer loading regression are unrelated failures." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both touch CLIP-related structures, but one is about attentions output assignment and the other about class layout divergence." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "These are unrelated: a model output field regression versus a CUDA AMP crash in a detection loss." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different subsystems entirely: DSA indexer behavior vs DeepSeek MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test due to missing set_seed is not the same as a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test failures, but they are different tests with different failure modes and fixes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "One is test flakiness, the other is stale auto_mappings references causing CI breakage." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior and video num_frames semantics are unrelated API changes." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline request leakage and AddedToken constructor keyword duplication are different loading/tokenization bugs." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing in serving is not the same as cache-based trust_remote_code file lookup failure." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both involve MoE/tensor parallel terminology, but one is save_pretrained for FP8 and the other is missing tensor-parallel planning." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload incompatibility after version upgrade are related in theme only, not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "One is int4 quantization memory growth, the other is checkpoint reload compatibility; distinct regressions." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch count method and cache FileNotFoundError are different multimodal loading issues." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class is not the same as failing to load a trust_remote_code model from cache." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Decorating cache update methods and a dummy Conv2d in Sam3PixelDecoder are unrelated model changes." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leakage and GLM-5 RoPE discussion are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken env command and AttentionInterface.register behavior change are separate CLI/API issues." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is missing _tp_plan and the other is a from_pretrained error." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed jobs and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-Python-file errors and slow filtering after upgrade are different symptoms and code paths." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "These are different import errors for different symbols and likely different packaging/export causes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan and missing vision config field are separate Qwen3.5 issues." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics and missing vision backend handling are unrelated multimodal issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad decoration and generation kwargs sync bug are different generation-path problems." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A loading hang and a documentation clarification are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A concrete offline loading regression and a placeholder/low-information issue are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline API leakage and FP8 MoE save_pretrained behavior are separate loading/saving 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": 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-10000-481", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43299", + "issue:43475", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "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:44908|issue:44961", + "issue:38617|issue:43576", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:36296|issue:43526", + "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" + ], + "prepared_review_unit_hash": "68f97010e0505a09eb129b579cad5a1628697d3eaa753a72a32f6a52ba269413", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 36881, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated regression or documentation reports. The only plausible duplicate/near-duplicate pair is the lazy-loading failure and the sys.modules access bug; the rest are too broad or describe different code paths.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45003 is the most specific root-cause report here: it identifies unsafe sys.modules access in modeling_utils, which plausibly explains a broader lazy-loading failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the clearest and most actionable issue in this set, with a concrete implementation-level diagnosis rather than only a user-facing symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs/pipeline-removal report vs unrelated placeholder issue; no shared bug or codepath." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on training failure is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention version-related loading problems, but they concern different model families and failure modes." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PreTrainedConfig type checking are different issues." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression vs Llama 3.2 vision model loading failure; too specific and different." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python execution errors are unrelated to save_pretrained pipeline serialization." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to tokenizer loading regression." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Different symptoms: missing huggingface_hub symbol vs broken transformers env command." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage and config type-checking regression are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application issue and DSA indexer discussion are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion for model.forward vs an import error in configuration_utils; different artifacts." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2.5-VL export are separate regressions." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue 'racoon' is not the same as the Gemma-4 positional encoding bug." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache export and cache FileNotFoundError are different failure modes." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and placeholder issue are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for layer_type_validation does not match a broken CLI env command." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs pipeline docs mismatch; different domains." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are about RoFormer, but one is kwargs propagation and the other is attention-interface usage; not clearly the same underlying bug." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to BeitImageProcessorFast label handling." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video attribute error and trust_remote_code cache loading error are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained behavior and the other is inference support; not the same fix." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different top-level symbols and likely different regressions." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init issue is unrelated to FP8 inference on B200." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash and broad 'since 5.0 breaks too many models' complaint do not identify the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache bug and a typo in cache strategies are different problems." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regression is unrelated to TensorBoard/TensorFlow backend installation error." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer discussion and SmolVLM video-frame semantics are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific missing-files bug vs an unspecific placeholder report." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3-related models, but one is general loading failures and the other is missing tensor-parallel plan; not the same codepath." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": true, + "reason": "These appear to describe the same underlying lazy-loading/import regression: a visible lazy-loading failure plus the concrete modeling_utils sys.modules misuse that can cause it." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D bounding-box output bug is unrelated to PreTrainedConfig type checking." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is bbox output errors and the other is an infinite loop on a specific image; different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The output is grounded in the packet and the soft-edge calls are generally conservative. The only accepted near-duplicate pair, 44273/45003, is supported by the titles and is phrased cautiously. The rejections avoid overclaiming despite sparse 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": 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-10000-481", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44077", + "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:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655" + ], + "soft_pairs": [ + "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:44908|issue:45071", + "issue:44704|issue:44908", + "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", + "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" + ], + "prepared_review_unit_hash": "21bb0bea181e68eec288134dc3e695829f5c1f71c21355c3992fea3b2a681ee5", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39719, + "estimated_input_tokens": 9930, + "estimated_eval_tokens": 20116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed set of distinct Transformers issues, with a small duplicate pocket around import/lazy-loading regressions and one exact Qwen3.5 MoE duplicate. Most soft edges are not the same concrete bug.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 45278 is the best umbrella report: it captures broad breakage after upgrading to v5.5.0 and is more representative than narrower model-specific or symptom-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the clearest and broadest issue in this set for the overall v5 regression theme, while still being concrete enough to summarize the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Different problems: import-star performance regression vs missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "One is an `transformers env` CLI failure; the other is checkpoint reload compatibility after upgrade." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific `Llama4Config` attribute error vs a broad complaint that many models are broken." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": true, + "reason": "Both report old checkpoints failing to load under v5 after initialization changes; same checkpoint-compatibility regression." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Model config attribute mismatch vs generic version-breakage report are not the same bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad upgrade-breakage reports, but they do not describe the same concrete failure mode." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo is unrelated to the generic v5 model-breakage complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings warning and cache-strategy typo are unrelated subsystems." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time performance regression vs missing model module import error; different root causes." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request vs weight-conversion-script question are not duplicates." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning and Liger-kernel application issue are different code paths." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness vs scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Both describe the same import/lazy-loading regression around `transformers` import behavior and slowness." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention support error vs Qwen3-VL bbox output bug are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI/env command breakage and scheduler kwargs are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility issue vs vision bbox output bug are not the same problem." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug and `PretrainedConfig` type-checking breakage are different failures." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "`AutoProcessor.from_pretrained` kwargs forwarding and scheduler kwargs handling are separate areas." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer bug vs generic placeholder bug report are not a match." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save-pretrained mismatch vs generic bug report are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star slowdown is not the same as the missing `HybridCache` export/import error." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache strategy typo and feature-extractor padding inefficiency are different bugs." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance regression vs testing-utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python-version support issue vs generic model-breakage complaint are not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failures; vision bbox hallucination is unrelated to Qwen3.5 MoE loading." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support issue and missing Qwen3_5 module import error are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "`post_init` policy issue vs tied-weight-key crash are different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing `pipeline()` vs scheduler kwargs bug are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer-loading regression are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading regression are separate failures." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger-kernel application bug and flash_attention_3 training degeneration are not the same underlying change." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion and Gemma-4 audio positional-encoding bug are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Timestamp calculation bug in Qwen3VL and padding calculation bug in SmolVLM are different processor issues." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy-loading/import regression and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue and tied-weight-key AttributeError are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and missing `Qwen3_5ForCausalLM` module import are distinct issues." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic placeholder report does not match the specific Qwen3.5 MoE loading error." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation bug and GLM-5 RoPE implementation discussion are different topics." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-time slowdown and VRAM leak in dataloader threads are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and Llama 3.2 Vision model-loading regression are different issues." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowness and forward-doc confusion are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44908", + "accept": false, + "reason": "Import/lazy-loading regression and inverse_sqrt scheduler kwargs bug are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Qwen3VL timestamp bug and scheduler kwargs bug are different areas." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are effectively the same Qwen3.5 MoE `from_pretrained` error report with the same title and failure mode." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft edges are well-supported: 44246/44273 are both import/lazy-loading regressions, 44556/45092 are checkpoint-compatibility regressions after v5 changes, and 45310/45478 are exact Qwen3.5 MoE duplicates. The rejections are mostly appropriately cautious and do not overclaim duplicates from broad similarity alone." + }, + "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": 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-10000-481", + "nodes": [ + "issue:28348", + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "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:43572|issue:44861", + "issue:43525|issue:44861", + "issue:28348|issue:43352", + "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": "868d66045847fc1a98678f4443597b3a45684a355808aa6dc261237c5ab41de4", + "component_budget": { + "node_count": 481, + "item_count": 481, + "soft_pair_count": 1768, + "serialized_chars": 916999, + "estimated_input_tokens": 229250, + "estimated_eval_tokens": 458756 + }, + "budget": { + "node_count": 46, + "item_count": 46, + "soft_pair_count": 43, + "serialized_chars": 38471, + "estimated_input_tokens": 9618, + "estimated_eval_tokens": 19492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is largely heterogeneous: most soft pairs share only broad topic words (tokenizers, Flash Attention, config fields, imports) but describe different models or code paths. I would not merge any of the proposed soft edges. If one issue must serve as the representative, issue:45468 is the strongest concrete open bug in the group.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45468 is the most concrete and discussion-backed open bug here, with a specific model/path and active references; it is a better anchor than the many broad, noisy, or clearly unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the most plausible representative issue in a mostly non-duplicate cluster because it is substantive, specific, and currently open.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Different model bugs: shared-expert gating vs a DeepSeek-V4 tensor transpose/type issue." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Different models and failures: VRAM leak in Qwen3 vs RoPE implementation discussion in GLM-5." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both mention positional encoding, but they target different models and distinct implementation problems." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network request bug is unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API behavior and Qwen3 VRAM leakage are separate subsystems and fixes." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad regression complaint is not the same underlying issue as a specific import error." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp math in Qwen3VL is unrelated to multi-threaded VRAM leakage in Qwen3ForCausalLM." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is a different bug from Gemma4 audio positional encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different code paths: torch.split handling in GLM-MoE vs Gemma4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA RMS eps precision issue is not the same bug as Gemma4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio-model support and DeepSeek-V4 weight conversion are different feature requests." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols and different failure modes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "NemotronH Flash Attention support and Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer regression and wrong decoder type are related broadly, but not the same underlying bug or fix." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both concern Flash Attention 2.0, but one is GPT2-specific support while the other is a generic topic issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling has nothing to do with the unrelated placeholder issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo is unrelated to the placeholder issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A placeholder title is not the same bug as the broad v5 regression complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key AttributeError and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is unrelated to the import error." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in a config is unrelated to tied-weight-key list handling." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a different config bug from tied-weight-key crashes." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they are model-specific support gaps for different architectures." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support for Qwen models is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failure and slow checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow loading and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading performance is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5-MoE from_pretrained failure are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 inference support are different feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights and RoFormer attention interface are unrelated architecture changes." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT type-hint typo is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignore_value usage and kwargs propagation to loss are different bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value and tokenizer regex warning are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value and a quantization-operation typo are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding is unrelated to a config type-hint issue." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correctness and a string-typo bug are different fixes." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4 norm semantics question is unrelated to ModernBERT type-hint typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value and ModernBERT norm_eps typing 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": 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": "9e85e8e08eda1a7e71e00dde6f70193ba5c913c86e1ce5ef0fa4528563281d59", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2873, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2873, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: they concern unrelated topics (token truncation behavior, ReduceLROnPlateau-like scheduler functionality, and Wav2Vec2 word boundary timestamps). The soft similarities appear to be superficial and not indicative of the same underlying bug or feature request.", + "confidence": 0.96, + "canonical_issue_reason": "None of the issues clearly represent the same problem, so there is no strong canonical duplicate candidate; if forced, #10519 is the most concrete and self-contained request.", + "canonical_pr_reason": null, + "best_issue_reason": "#10519 is the clearest standalone issue with a specific, actionable feature request; the other two are unrelated in scope and domain.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requirements: truncation direction in tokenization vs. Wav2Vec2 word time offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "No shared underlying bug or change; one is about truncation behavior, the other about scheduler-like training functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Unrelated feature requests in different parts of the library; only vague topical similarity." + } + ] + }, + "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": "246c872986a47a174411853329a2c674caf7dfab3340b993e736073eec8fc969", + "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 issues are not duplicates: one is about Tapas tokenization parity, one is about a misleading auth/download error, and one is about loading bert-base-uncased. The only overlap is superficial model-loading language.", + "confidence": 0.92, + "canonical_issue_reason": "issue:16618 is the broadest user-facing model-loading report, but it is still distinct from the tokenization and private-model auth/error-message issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the closest thing to a cluster representative because it describes a generic load failure, but the three reports do not share the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch vs. a bert-base-uncased load failure are different code paths and different symptoms." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model login/error-message handling is not the same bug as failing to load a public model like bert-base-uncased." + } + ] + }, + "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": "95acc5821cd8ce4ee6d6a3500679a8602f65fed44fa141ed87cbf04f1c44b5d1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated feature-request issues: one asks for Flash Attention 2 support on more architectures, the other asks for GGUF support on more architectures. They share a general theme of \u201cadding support,\u201d but not the same underlying change or bug.", + "confidence": 0.98, + "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 areas and code paths: Flash Attention 2 vs GGUF support. Similar wording only; not the same change request." + } + ] + }, + "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": "ea6b1a4960a136205d44a525ffe7f1b725d1745142db0f24edd6e7d1fcfeef99", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13522, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13522, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of separate i18n translation-request issues for different languages, not one true duplicate set. The only clear duplicates are the identical-title placeholder issues ([i18n-]...) and the identical Thai-title pair.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43834 is the best representative of the exact-title duplicate subgroup: it is the oldest of the repeated generic i18n template issues and matches two others verbatim.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue cleanly represents the whole cluster because most items are language-specific requests; 43834 is only the best representative for the exact-title duplicate subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target language request (Turkish vs generic placeholder); not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target language request (Turkish vs generic placeholder); not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request is distinct from the generic placeholder issue template." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language-specific translation tasks (Turkish vs Romanian)." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language-specific translation tasks (Turkish vs Spanish)." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is distinct from the generic placeholder issue template." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different target language request (Spanish vs generic placeholder); not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language-specific translation tasks (Spanish vs Romanian)." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different target language request (Spanish vs generic placeholder); not the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is distinct from the generic placeholder issue template." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request is distinct from the generic placeholder issue template." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request is distinct from the generic placeholder issue template." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language-specific translation tasks; Romanian vs Thai text." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language-specific translation tasks; Romanian vs Thai text." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Identical title and same generic i18n translation-template issue; looks like a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Identical title and same generic i18n translation-template issue; looks like a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue vs a specific Thai-text issue; not the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder translation issue vs a specific Thai-text issue; not the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Identical title and same generic i18n translation-template issue; looks like a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue vs a specific Thai-text issue; not the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder translation issue vs a specific Thai-text issue; not the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue vs a specific Thai-text issue; not the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder translation issue vs a specific Thai-text issue; not the same underlying request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical Thai title and very high similarity; looks like a duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly separates the language-specific translation requests from the exact duplicate generic-template issues and the identical Thai pair. The soft-edge verdicts are conservative and match the titles/similarity evidence. No mergeability concerns apply here since there are no PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "64564cca933a13c9b955730734add96e0f0aacd9fa23ade17d82f249800c29d8", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 39, + "serialized_chars": 23783, + "estimated_input_tokens": 5946, + "estimated_eval_tokens": 12148 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 39, + "serialized_chars": 23783, + "estimated_input_tokens": 5946, + "estimated_eval_tokens": 12148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it groups many unrelated model-addition requests across text, audio, and vision. I found no pair that should be merged as the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": "No real canonical duplicate exists. If one issue must anchor the cluster, issue:43671 is the most centrally connected open request, but it is still only an audio-specific model support request.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is the least-bad representative because it is open and highly connected in the soft graph, but the cluster is too heterogeneous for it to truly represent all items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models (EuroBert config vs DEIMv2); same general theme, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Text model config request vs Qwen3-TTS audio support; different code paths and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model requests with no shared concrete implementation target." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision/detection request vs LFM2.5 Audio; different model families." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer are distinct architectures and would not merge into one fix." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR detection support vs Qwen3-ASR audio support; unrelated underlying changes." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different model support requests with different implementation surfaces." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT addition and Qwen3-ASR support are separate model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs circuit-sparsity transformer request; different model families and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated additions." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different models; no shared concrete bug or patch." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model requests, not the same implementation." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs weight-sparse transformer request; not the same code change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture and ModernVBERT are separate model-addition tasks." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are different model support requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different additions, not the same underlying fix." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS do not share a concrete implementation target." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs BERT-like models with RoPE: overlapping vocabulary, but different requested work." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE models and Voxtral TTS are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "A model-family request and a person-name issue are clearly not duplicates." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS support and ASR support are related only at a high level; they are distinct model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Two different TTS/model-support requests; not enough evidence they are the same concrete change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Audio model support and weight-sparse transformer work are different implementation areas." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio model requests, not the same model or patch." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Audio ASR request vs EUPE model request; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and sparse transformer architecture are not the same change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model-support issues." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model support and SWA+sink option for Granite are unrelated." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request and EUPE request are different model families." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech models and likely distinct code paths." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and DeepSeek-OCR2 are separate model additions." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and a name-only issue are not duplicates." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and a name-only issue are clearly unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "63e1bee835748f7f790ea6d2802bcf251c0f635ed4590de6645733961c46dc87", + "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": "These issues are unrelated: one asks for a docs entry for Pruna as an optimization framework, while the other is a vision RoPE refactor. No duplicate or same-change signal is present.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46443 is the more concrete technical work item; 38740 is a separate documentation/request issue.", + "canonical_pr_reason": null, + "best_issue_reason": "46443 is the strongest standalone issue here because it describes a specific code refactor rather than a docs-only request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and scopes: a docs request about Pruna versus a vision RoPE refactor. No shared filenames, targets, or concrete code-path overlap." + } + ] + }, + "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": "7550e5adbeeb4087aac7ee8c21e6ce2f3ebcf587fcd9f613c2f9723b990167c9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about Set Block Decoding, while the other is a feature/support request for DeepSeek v3.2. They describe different problem spaces and there is no shared target or code-path evidence tying them together.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: decoding behavior vs model support. No shared files, targets, or concrete bug path indicate the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "e437f74a82faca43ed388d78b020344b9246700cd50dcc8a29830caeb3dab043", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different feature requests in different code paths: FLCE/TiledFusedLogitsLoss integration in `from_pretrained()` vs. adding TiledMLP to reduce memory footprint. They do not look like duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: #41306 is about exposing a FLCE flag in `from_pretrained()`, while #41826 requests integrating TiledMLP for memory savings.", + "canonical_pr_reason": null, + "best_issue_reason": "#41306 is the more concrete and narrowly scoped issue, but it is not a duplicate of #41826.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different requested changes and different underlying behavior; they share only a broad model-optimization theme." + } + ] + }, + "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": "2404b8db73da4af4e0672c0fb4c0f60c6d4fd7aa781fdbc4c9b21c19f0ac6948", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are thematically related to custom trainers, but they describe different problems in different code paths: one about `remove_unused_column` behavior in `Trainer`, the other about FLOPS estimation for custom trainers. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43598 is the broader, more central customization discussion around `Trainer`, so it is the better representative issue for this cluster, even though it is not a duplicate of the other item.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying bug reports: one concerns `remove_unused_column` customization, the other concerns FLOPS counting for custom trainers. Shared theme is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "65f4df19137e69d97e472cf3512173b6cd0ef63f06928c7fa9d9938d3f5a8103", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very broad Hugging Face/model-registration level, but they are not the same underlying request: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config).", + "confidence": 0.94, + "canonical_issue_reason": "No canonical duplicate candidate: the issues target different model families and different APIs/tasks, so they should not be merged as one bug/feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43684 is the broader infrastructure-style request and is the more general representative of the cluster, but it still does not subsume the Qwen3.5 sequence-classification request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model/config targets and different capabilities (general AutoModel registration vs sequence-classification support); too distinct to be duplicates." + } + ] + }, + "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": "4da93b8730a794dae641fef1e43eec2be0fa30d29acfaef57e6870aca1dea854", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "\"Fett\" is unrelated. The three \"huggingface \" issues form a likely cluster, and 43845 is the best representative by earliest timestamp, but the packet does not provide enough body or target detail to confidently accept any pair as confirmed duplicates.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface \" reports and is a reasonable anchor for that cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best global issue choice because it is the earliest repeated-title report and the most natural representative for the similar trio.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body or target evidence tying \"Fett\" to the \"huggingface \" report; treat as unrelated." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles with no supporting issue-target or body evidence; no basis to call these duplicates." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "The title is unrelated and the packet exposes no shared details beyond generic similarity." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "They have the same title, but the packet only shows soft similarity plus sparse metadata; that is not enough to confirm the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same repeated title, but the available evidence is limited to metadata and soft similarity, so a duplicate call would be too strong." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title and similar timestamps/body lengths, but the packet lacks body content or explicit links to prove they are the same report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The unrelated 'Fett' issue is fine, but the duplicate calls among 43845/43846/43859 are overstated. The packet only shows identical titles, creation times, body lengths, and soft_similarity; it does not expose body content or other metadata supporting claims like 'closely matching minimal content' or 'very similar metadata.' The canonical-choice reasoning is plausible, but the accepted soft-edge verdicts are not conservative enough for the evidence provided." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "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": "e8625bddb44c1026b16ea9e012feb9983571f3a81381a64b67ee07a27c889ea8", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster appears to be a collection of low-information/spam or generic issues rather than a coherent duplicate set. There is no reliable evidence that any pair shares the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Identical spam-like titles do not establish a shared underlying bug or change, and there is no descriptive content to confirm duplication." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both look like spam placeholders, but that is not enough to treat them as the same issue in a duplicate-triage sense." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A spam placeholder and a generic documentation suggestion are not the same concrete issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated; there is no indication of the same bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation request versus spam placeholder; no common underlying problem is evident." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation request versus spam placeholder; insufficient evidence of duplication." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Even though the titles match, they are spam-like and lack evidence of a shared substantive bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and a named-topic issue are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and a named-topic issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "8e452e4b503f5fd9245aa313277978419aee0f7bd0f31952eb918e8a6af90942", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear to be duplicates of the same report: identical titles, very similar body sizes, and high textual similarity with no divergent targets or filenames.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and has an inbound reference, making it the more likely original report.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue candidate overall: it is effectively the same report as #45151 and is the earlier, referenced instance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same exact title and highly similar content; no evidence of distinct scope, so they look like duplicate reports of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the issues have identical titles, close body lengths, and only soft-similarity evidence, so the duplicate/canonical-issue conclusion is conservative. The earlier issue with an inbound reference is a reasonable canonical choice." + }, + "evaluator_used": true, + "retried": false, + "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": "0401d057fc7bc9ed8946f95de9bcb4b494426f64d6a617b6c61bb95ffc586ccc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs, not duplicates: one is a Gemma4 audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules removes the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the better representative issue because it describes a clearer, more general BitsAndBytesConfig regression with an explicit failing mechanism and broader applicability.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs and code paths: Gemma4 audio uint8 torch.finfo() failure vs BitsAndBytesConfig skip_modules/lm_head exclusion assertion. Shared 4-bit inference context is too broad to merge." + } + ] + }, + "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": "3439a0860596780fb97933a270a9841b2f099a217796e514a66320d7d879e5aa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate bug reports; they look like two unrelated closed issues with only personal-name/date titles and no problem description.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different named entities and dates, with no shared bug description, code area, or explicit linkage; they do not appear to describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 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": "c6186f0ba496691b19be257d5d8e72dd330928fcea03a61c5e0c4fb9143b7de5", + "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": "Both items are empty closed issues with unrelated personal-name titles and no bodies, links, or technical context. They do not appear to describe the same bug or request, so this cluster should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: both are content-free closed issues with different names/dates and no shared technical subject.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good representative of a real defect or enhancement; if forced, issue 45764 is only marginally simpler, but there is no substantive basis to prefer it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "These are just two different empty issues with different personal-name titles and no evidence of 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": 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": "79a11ec3e4ab7deeb2d9692e26ee4076da3984cc52ef95be31794668bdf9bacf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They do not describe the same underlying bug or feature and should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45810 is a concrete feature request for a specific model class addition and is more narrowly scoped than the FP8 training support request.", + "canonical_pr_reason": null, + "best_issue_reason": "#45810 is the clearer, more specific issue with an explicit target and narrowly defined change request; #46295 is broader and more infrastructure-oriented.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests in different areas: model-class support vs training precision support. No shared code-path or concrete same-change evidence." + } + ] + }, + "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": "d281f5d1d87f51b0a04abb1b307bfe2a3c7ffb01f8aabaa75c4c4f7a4c59253e", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two exact duplicate issue pairs are present, but the cluster also contains a separate dataset-sales request that is not the same topic.", + "confidence": 0.93, + "canonical_issue_reason": "45872 is the strongest single representative: it is the most specific standalone request, while 45873 is an exact duplicate and 45869/45870/45871 are different or more generic topics.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best issue to keep as the representative because it is concrete and self-contained, and its only close match (45873) is an exact duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different underlying requests: a financial dataset bundle versus an example about time-series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different underlying requests: a financial dataset bundle versus an example about time-series prediction." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and same example request; these are duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related financial/data theme, but one is an example and the other is a scraping-service/time-series request; not the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related financial/data theme, but one is an example and the other is a scraping-service/time-series request; not the same issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Related financial/data theme, but one is an example and the other is a scraping-service/time-series request; not the same issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related financial/data theme, but one is an example and the other is a scraping-service/time-series request; not the same issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and same scraping-service/time-series request; these are duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 45870/45871 and 45872/45873 are clearly duplicate pairs, while 45869 is a separate dataset-bundle request. The soft-edge judgments are conservative overall, and the accepted pairs are well-supported by identical titles/body sizes." + }, + "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": "a4df96e09fb6fe477abaa79739c499ef5f0b681eec343f39c0acf8cfb7ff0a23", + "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 point at `cache_implementation=\"static\"` and `linear_attention`, but they describe different observed failures: one is a shape corruption/runtime error during early initialization, the other is a `KeyError` in Qwen3.5. They look related, but not conclusively the same duplicate.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 46439 is the better canonical report because it states the likely root cause more directly (`early_initialization` corrupting linear-attention shapes) and is less model-specific than the Qwen3.5 crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest representative for the cluster: it names the subsystem, the trigger, and the failure mode in a way that can guide a fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related, but not the same concrete bug: 46439 reports shape corruption/`RuntimeError` from early initialization, while 46441 reports a `KeyError: 'linear_attention'` in Qwen3.5. Same area, different symptom and likely different failure path." + } + ] + }, + "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": "7d3dc1c7cd2fcda11f88421a1ddb1399a3800be8b7aa61459284dc06071f6044", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are duplicate issue reports with identical titles and bodies about Wav2Vec2CTCTokenizer v5 incorrectly treating the word delimiter as a special token. The open issue is the better canonical target.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open and identical to #46551, so it is the best place to keep the active report.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the clearest canonical issue because it is the same report but still open and has inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same body, same underlying bug report; this is a straight duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the issues share the same title, have identical body length, and the pair has jaccard 1.0 soft-similarity support. Choosing the open issue #46552 as the canonical target is conservative and justified by its open state and inbound references. No overstatement or mergeability issue here." + }, + "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": "1c957cb6a9afaf44e0c8f90575fcea2280ec450ad633709bfa352348d55c9e2a", + "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 are not duplicates: one reports a tensor-size mismatch during object-detection training, while the other reports an out-of-memory failure after several epochs in RT-DETR v2. They point to different failure modes and likely different code paths.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the more concrete, broadly phrased bug report, but it should not be treated as a duplicate of 46692.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "The symptoms are materially different: tensor shape mismatch versus OOM after epochs. They are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46744" + ], + "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:46744", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "7753f761b794e4f756cef703d5e757bcb88274110d52d6135d7d4ae20e3624a7", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40209, + "estimated_input_tokens": 10053, + "estimated_eval_tokens": 20362 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40209, + "estimated_input_tokens": 10053, + "estimated_eval_tokens": 20362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs across docs, model additions, refactors, and tests. The only strong duplicate-like pair is the two `fixed_cross_entropy` changes, which target the same helper and the same issue. Everything else looks like separate workstreams and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the stronger representative for the `fixed_cross_entropy` fix: it explicitly targets issue 43240, updates the helper to forward supported kwargs into `nn.functional.cross_entropy`, and reads like the more complete issue-driven patch.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the best overall PR in the cluster because it has a clear issue target, a narrowly scoped code-path fix, and the same functionality as its near-duplicate counterpart.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model addition vs. an executorch dynamic-shape test. Same broad area of framework code, but not the same bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer method additions vs. adding a new MobileLLM model. Different code paths and goals." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fix vs. executorch export test; no shared underlying bug or implementation." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-detection robustness vs. new model implementation. Related only at a very high level, not a duplicate change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy helper fix and new MobileLLM model are entirely unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss helper kwargs fix vs. Mistral4 test/model updates; different subsystems and problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test vs. Mistral4 test fixes; both are tests, but they address different behaviors and code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test vs. MobileLLM model addition; not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs. config-resolution ordering fix. No shared concrete bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model implementation vs. Falcon output-collection refactor; different targets." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor vs. model-creation skill repository changes. Not the same artifact type or bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized-output refactor and Mistral4 test fixes are unrelated model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model changes vs. a CLIP-like weight-renaming fix. Different models and different failure modes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 work vs. model-creation skill scaffolding. No common code-path bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests vs. config resolution ordering in `modeling_utils.py`; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests vs. adding a TDT loss kernel. Different features and code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes vs. chat response parsing update; no shared underlying issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46744", + "accept": false, + "reason": "Mistral4 work vs. Apple Silicon docs update; documentation and model tests are not duplicates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test/model updates vs. TDT loss kernel integration; different concerns." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 work vs. model-creation skill scaffolding; not mergeable as one fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model vs. repository skill files and scaffolding; not the same code-path problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4-specific changes vs. generic config-resolution ordering fix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests vs. chat parsing/serve update; unrelated areas." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46744", + "accept": false, + "reason": "Mistral4 test fixes vs. docs about safetensors on MPS; different artifact types and purposes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 changes vs. TDT loss kernel addition; not the same underlying bug or feature." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests vs. model-creation skill content; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs. skill/documentation scaffolding; not duplicates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 work vs. `cls.config` resolution fix; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to extend `fixed_cross_entropy` with the same concrete extra arguments and the same cross-entropy forwarding fix for issue 43240; these are effectively alternative implementations of the same bug fix and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cross-entropy PR pair as the only same-bugfix, mergeable overlap, and the rest as unrelated workstreams. No soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 36, + "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": "0d43f761740280806d03171483cb30174cf8dc0b008a69ddc8fa11c7b0e9f92f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but they are not duplicates: one is the base integration and the other is a separate realtime extension with additional tokenizer/feature-extractor work.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the cleaner canonical PR for the cluster because it is the mature base VibeVoice implementation with substantial review activity; PR 42781 is a later draft focused on a separate realtime variant.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative of the cluster: it covers the main VibeVoice integration, while PR 42781 appears to be an incremental realtime follow-up rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: same model family, but different scope. 40546 implements VibeVoice, while 42781 adds VibeVoice Realtime plus acoustic-tokenizer/feature-extraction and generation changes, so they are not the same concrete code-path fix 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": 3, + "component_count": 36, + "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": "7411d3c06d427f9cd4c2718853b7c7f151900213713bfb4cc5060bd2cb2979b8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one adds covariate-based forecasting for TimesFM, while the other adds image-classification support for DINOv3 ViT. They do not describe the same underlying bug or change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models, different code paths, and different features.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for this cluster because the artifacts are unrelated; neither can represent the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "TimesFM covariate forecasting and DINOv3 image-classification support are distinct feature additions with no shared code-path or mergeable common 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": 4, + "component_count": 36, + "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": 36, + "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": "40d4d5c876d51176c1ba39441e36f42ba097a61efe61e5a2b014f367f0ffb84a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related maintenance PRs updating GitHub Actions dependencies, but they address different action families and different upgrade goals, so they are not duplicates of the same concrete change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests target different dependency sets and purposes, so there is no single merged change to preserve as the canonical duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better representative of the cluster because it has a specific compatibility-driven scope (Node 24 compatibility) and a coherent set of workflow action bumps.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are broad workflow dependency upgrades, but 42975 focuses on checkout/cache/upload-artifact for Node 24 compatibility while 42976 updates docker/build-push-action and other latest-version pins. They do not fix the same concrete code-path problem and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 36, + "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": "a4619220c593bce4e2b43c5db2391961ecf61f6421271ec8071429f606a1a8c9", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24621, + "estimated_input_tokens": 6156, + "estimated_eval_tokens": 12568 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24621, + "estimated_input_tokens": 6156, + "estimated_eval_tokens": 12568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This set is mostly unrelated model-addition PRs grouped by superficial similarity. The only soft edge that looks like the same underlying change is the Step 3.7 Flash pair; the rest are different models or a generic distributed-config change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46562 is the cleaner representative for the only true duplicate-like pair: it is the main Step 3.7 Flash model-addition PR, while 46658 is a WIP companion focused on build/compare scripts around the same model.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the best global representative because it is the most complete and central Step 3.7 Flash implementation; the other PRs are for different models or a different infrastructure feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models: ViT NEPA vs Molmo. Similar repo-level scaffolding, but not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different models: ViT NEPA vs Molmo2. Shared auto/docs plumbing is incidental." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different domains and models: vision model addition vs time-series model addition." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46705", + "accept": false, + "reason": "Model addition vs distributed configuration infrastructure; unrelated change sets." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related names, but these are distinct model integrations with different codepaths and files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families: multimodal Molmo vs CTSM time-series model." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46705", + "accept": false, + "reason": "Model integration PR vs distributed config feature; not the same bug or change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families and implementation targets: Molmo2 vs CTSM." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo2 model addition and distributed config are unrelated." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "Different models and subsystems: CTSM time-series model vs Step 3.7 Flash multimodal model." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46705", + "accept": false, + "reason": "CTSM model addition is unrelated to distributed configuration changes." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": true, + "reason": "Both PRs target the same Step 3.7 Flash model integration; 46658's scripts and mini-model artifacts are auxiliary to the same implementation and 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": 36, + "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": "43ab4bbff05386f723f5d3e604b47bb1c01e8a6e7d9ae9424dd3cc7f7c453471", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 17, + "serialized_chars": 26390, + "estimated_input_tokens": 6598, + "estimated_eval_tokens": 13452 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 17, + "serialized_chars": 26390, + "estimated_input_tokens": 6598, + "estimated_eval_tokens": 13452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are only loosely related by generic 'fix' wording and occasional shared subsystems; they do not look like duplicates of the same underlying change. No soft-edge pair should be merged.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46579 is the most coherent and broadly representative code fix in the set, with the clearest technical scope and the strongest hub-like overlap with several other generic-fix PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46579 is the best overall anchor if one must pick a representative PR from this heterogeneous cluster: it is a substantial, self-contained cleanup across core code paths rather than a narrow test/docs or infrastructure tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decoding fix vs unrelated CLIP/ViT test assertions; different model and different bug class." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode-path change vs FP8 dequant/model-loading fix; no shared concrete code-path problem." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer logic vs generation config watermarking validation; unrelated functionality." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compat alias for tie_weights vs broad typo cleanup; same broad theme of code maintenance, but not the same fix." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46719", + "accept": false, + "reason": "Backward-compat tie-weights shim vs sparse-attention/Minimax fix; different code paths and problems." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Intentionally broken test assertions in CLIP/ViT vs Phimoe CI/runtime memory handling; unrelated changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Injected failing tests vs FP8 dequant fix; not the same underlying bug or change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Injected failing tests vs generation config validation fix; unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Injected failing tests vs code-typo cleanup; no shared bug fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46719", + "accept": false, + "reason": "Injected failing tests vs attention/kernel/model fix; unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading logic vs CI instance-sharing memory limit/test harness changes; different scope." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequant fix vs generation watermarking config validation; unrelated code paths." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "Dequant/quantization fix vs typo cleanup across codebase; different underlying change." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest/documentation cleanup vs code typo fixes; both are maintenance, but not the same duplicate change." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation fix vs Phimoe integration-test/CI memory fix; different bugs and different affected paths." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Watermarking/generation validation fix vs typo cleanup; not the same concrete issue." + }, + { + "left": "pull_request:46579", + "right": "pull_request:46719", + "accept": false, + "reason": "Code-typo cleanup across many files vs sparse-attention/Minimax functional fix; unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "069affcada93cce4110fed23e8ff2ce18d56a1c9303e97b36563161fd97f0b6a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are superficial '[don't merge]' or CI/test bot changes, but they target different code paths and should not be clustered as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46747 is the most self-contained and concrete change: a single workflow file flipping the security gate from pull_request_target to pull_request.", + "best_issue_reason": null, + "best_pr_reason": "PR 46747 is the best representative PR because it has the narrowest, clearest scope and is less entangled with unrelated setup/test or multi-workflow edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 edits setup.py/dependency metadata and a vit test, while 46747 only changes the PR security-gate workflow trigger. No shared underlying bug." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is a setup/version/dependency test PR; 43532 is a broader CI/workflow and testing-utils change. They overlap only superficially in test-related files, not in the same fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch CI workflows, but they affect different workflows and code paths: 43532 rewrites self-comment/self-scheduled/slack-related automation, while 46747 changes the PR security gate trigger." + } + ] + }, + "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": 36, + "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": "8384b3cd464bbbaaa55b697cf3c28f31637d153568e8a6d047a309f60911c548", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are structurally similar but implement different features: promptable concept segmentation vs promptable visual segmentation. They share documentation and pipeline scaffolding, but the underlying pipelines, model integrations, and tests differ, so they should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 43612 and 43613 add different segmentation pipelines with different underlying model/code paths.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good duplicate representative, since they target separate features rather than the same concrete fix or change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Similar project scaffolding, but different pipeline names, model integrations, and test suites; these are separate feature additions, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 36, + "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": "d35cd48524912a0c55c79d5cf4dd9c302df034152e1d652cec92bafcb8caf79d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs only overlap on src/transformers/trainer.py, but they fix different trainer behaviors: 43651 changes gradient-accumulation loss scaling, while 43663 refactors signature-column filtering for custom/PEFT trainers. They are not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No true duplicate exists here; if a representative PR is needed, 43651 is the more concrete behavioral fix, but it should not be treated as the canonical match for 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and behaviors in the same file: one adjusts loss normalization during training steps, the other changes how trainer signature columns are derived for column filtering. Shared filename alone is not enough to merge them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 36, + "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": "212e9ce6a294aa2bae6ef908d4df9ee2de38077663f25a3bef95868c7f2a76ba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py` and aim at a TypeAdapter-related NameError, but `43842` is the narrower, more explicit fix while `43656` looks like a broader typing/annotation cleanup in the same area.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pick PR 43842 as the canonical PR: it directly targets the documented `TypeAdapter` NameError when `pydantic` is absent, with a smaller and more focused diff.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative because it is the most specific fix for the concrete runtime failure and least likely to include unrelated typing changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar symptom, but the diffs suggest different fix styles; `43656` appears to be a broader annotation modernization, while `43842` is a targeted `TypeAdapter`/optional-pydantic workaround. Not enough evidence that they are the same concrete change or should 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": 12, + "component_count": 36, + "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": 36, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "f66d11246e06b4b3369a71e1c38b362886c1b0e5a14b9f891789c5854b4a4d94", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84901, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75097, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose family of output-tracing refactors, not one duplicate set. There are two real mergeable cores: the GPT-J/CodeGen group around #44722/#44066/#44085, and a separate GPT-Neo pair #44018/#44068. Most other cross-model pairs are not duplicates.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44722 is the best anchor for the largest true duplicate core (GPT-J/CodeGen output-tracing migration), though it is not the only overlap in the cluster because #44018/#44068 is a separate GPT-Neo match.", + "best_issue_reason": null, + "best_pr_reason": "PR #44722 is the most central representative of the actual duplicate set because it connects to both #44066 and #44085 on the same GPT-J/CodeGen code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same tracking issue/theme is too broad." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and code paths; not the same underlying fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same code path; mergeable into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model implementations; both are output-tracing refactors, but not the same bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths; not one duplicate change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated concrete fixes." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTaV2 are unrelated model changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR are different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT are different model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model file and are very likely duplicate/mergeable." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct implementations; same theme is not enough." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet-family output tracing vs GPT-J/CodeGen output tracing are unrelated fixes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen are unrelated model refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet-family vs GPT-J are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet-family vs MPT are different fixes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are separate model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are different concrete fixes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen are different model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet-family vs VisualBERT are different model changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer vs LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer vs GPT-J/CodeGen is the same broad theme, not the same concrete fix." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are separate model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT are unrelated model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR are different concrete fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet-family vs VisualBERT are different model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 vs MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 vs GPT-J/CodeGen are distinct model fixes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT are not the same underlying bug/change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer vs LongT5 are unrelated models." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT are unrelated output-tracing refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5 are unrelated model fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo vs LongT5 are different concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated model fixes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT vs GPT-Neo are unrelated fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet vs SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT vs LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and SegFormer are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTaV2 are unrelated output-tracing changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 vs TextNet are different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen standardized output-tracing change on the same underlying code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing migration; these are plausibly mergeable into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT vs RegNet/ResNet are different model families and fixes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are different models and code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and VITS are unrelated model refactors." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is not conservative enough. The packet shows at least one additional plausible duplicate/mergeable pair that the summary excludes: PR #44018 and PR #44068 both refactor GPT-Neo output tracing, both touch the same GPT-Neo model file (and tests in #44068), and the change scopes are very close. So the claim that the \"only true overlaps are the GPT-J/CodeGen variants\" is too strong. The pair verdict for #44018 vs #44068 should not be rejected on a model-family-distinction basis. Because the summary overstates the evidence and misses a same-model overlap, I would not accept this clustering." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 36, + "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": "e17ff8404b4de9143819aca94fe56e1db4ab3d1dcd457ebae1135e706fa216ba", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84901, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "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 all belong to the same broad refactor theme: migrating model forwards to standardized output-capture/decorator patterns. However, they are model-specific changes in different files and code paths, so they should not be deduplicated together as the same PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44073 is a clear, representative example of the cluster\u2019s theme: it introduces the standardized output-tracing pattern in a single model with explicit capture machinery and clean naming.", + "best_issue_reason": null, + "best_pr_reason": "PR #44073 is a good cluster representative because its title and diff clearly reflect the shared refactor pattern, but it is still a model-local change rather than a merge point for the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different models (FocalNet vs ImageGPT) and distinct forward/code paths; they are not the same underlying bug or change and would not be merged into one PR." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations with separate forward logic. The similarity is only the shared migration pattern, not a shared concrete fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both refactor output capture, but MPNet and VisualBert are unrelated model-specific implementations. This is a parallel refactor, not a duplicate change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These PRs apply the same standardized-output pattern to different architectures, so they do not fix the same code-path problem." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are separate models with different output handling code; the overlap is only in refactoring style, not in the underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are unrelated code paths. Even though both involve output-capture refactoring, they are distinct model-specific migrations and should remain separate PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 36, + "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": "604cf8ef35669a09cc0b4ca878de16e00abc499e9069a61be92276406cbf9218", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are separate model-specific output-tracing refactors, not duplicates of the same concrete bug or change. 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They overlap in shared config/test scaffolding but are not the same change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45333 is the narrower, foundational change centered on per-layer configuration, which is the common core shared by the broader modeling PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 45333 is the best single representative for the cluster because it cleanly captures the underlying heterogeneity configuration work without bundling the separate modeling/runtime expansions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: 45332 is a much broader modeling/runtime PR (cache, masking, modeling utilities, integrations) while 45333 is config-only. Shared heterogeneity infrastructure does not make them the same concrete change, and they would not plausibly merge as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 36, + "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": "c4d6afb566360e6ceb276108837700bda3354c06589fcfac6449ae3539538c30", + "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": "Two open PRs both touch type-checking-related code, but they are not the same change: one is a broad mypy cleanup across many modules, while the other adds specific typing protocols/aliases used by modeling code. They should not be deduplicated.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more concrete, self-contained typing change: it introduces shared typing aliases/protocols in `_typing.py` and wires them into a small set of call sites. PR 45415 is a broad repo-wide type-checking pass with many unrelated edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative of the cluster because it has a narrower, clearly defined code-path impact and is less of a sweeping lint/type-cleanup PR than 45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they address different scopes and likely different problems: 45415 is a broad `src/transformers/*py` type-checking pass with config changes, while 45425 adds reusable typing protocols/aliases and updates specific modules. Shared files alone are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 36, + "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": "9588da25a8471959b4ebe9484c9e45f57835fbfebece358c02d18d4c801403e9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: PR #45513 fixes multi-token cached forward logic for Qwen3.5/OlmoHybrid/Qwen3Next linear attention paths, while PR #46084 fixes a separate Mamba2 use_cache bug when seq_len > 1. Different models, different code paths, different failure modes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45513 is the broader representative of the cluster theme because it spans multiple related model implementations and includes the same cached-forward class of fix, but it should not be treated as a duplicate of #46084.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different architectures and fixes: #45513 changes cached multi-token forward behavior in Qwen3.5/OlmoHybrid/Qwen3Next linear attention, while #46084 changes Mamba2 cache handling for seq_len > 1. They do not look mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 36, + "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": "f92d134e8ec66846770889abf05b3eee5a8beceaf20fc82d6da0b727a5467faf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs both touch expert parallelism, but they fix different bugs in different loading/runtime paths: one is about preserving `distributed_config` and detecting EP during accelerate/ZeRO-3 load, the other is about preventing expert parameters from being overwritten during FSDP2/rank-0 broadcast. They are related by subsystem, not by the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the more concrete, self-contained fix: it targets a specific EP/FSDP2 overwrite path and includes the relevant runtime code changes, whereas PR 45548 is a separate loading/serialization fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the better cluster representative because it addresses a clearly defined failure mode with explicit code-path changes across loading and MoE integration, while PR 45548 is narrower and orthogonal.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are EP-related, but 45548 fixes EP/DeepSpeed ZeRO-3 loading via `distributed_config` serialization, while 45662 fixes EP/FSDP2 expert parameters being overwritten by rank-0 broadcast. Different bugs, different code paths, 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": 36, + "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": "0f8c182d39aa7b17653a4dd471a57f4b5e590320546a6a67d8a1b50185528b4e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist/captured_info logging problem around `src/transformers/testing_utils.py`; the second PR is a broader follow-up that also updates CI log collection. They are closely related enough to triage together as the same underlying fix family.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core xdist-safe `captured_info` fix plus the CI workflow change needed to consume multiple per-worker log files, making it the more complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest overall candidate: it addresses the bug in code and also preserves the debug-log collection path in CI, so it covers the full end-to-end behavior more completely than PR 45639.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying `captured_info` xdist collision fix; 45639 is a narrower implementation, while 45645 expands the same change to CI artifact handling. 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": 24, + "component_count": 36, + "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": "03099a25e80d728c83d2b04586cf120e9728b300006462a3acb157fffe47e0e2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7247, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7247, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one PR implements a return-type/linter rule across forward methods, while the other changes model weight initialization for a different linter rule. The overlapping model filenames are incidental to broad framework-wide sweeps.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46259 is the better canonical PR for the cluster only in the sense that it is the broader, more representative modeling-rule sweep; however, it is still unrelated in substance to PR 45720.", + "best_issue_reason": null, + "best_pr_reason": "PR 46259 is the strongest representative artifact here because it has the broader diff and wider model coverage, but it does not duplicate the other PR's change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes and code paths: TRF003 adjusts model forward return behavior, while TRF018 rewrites initialization logic. Shared files are just due to broad repo-wide sweeps, not the same bug or 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": 25, + "component_count": 36, + "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": 36, + "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": "3e4652a15e785c0f634eea056501784dc235efd9f7b620e88c5eab8da42021e0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: one is a noisy testing/grafana-oriented PR with unrelated workflow and model tweaks, while the other is a focused test migration adding DDP/kernel test coverage. They do not appear to fix the same concrete code-path problem.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46100 is the more coherent single-purpose change (test migration and new kernel tests); PR 45932 is a broad mixed-purpose/testing PR with unrelated workflow and model edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 46100 is the better standalone representative of the cluster because it has a clear, self-contained purpose and narrower scope than PR 45932.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different underlying changes: 45932 is a broad grafana/testing PR with model and workflow edits, while 46100 adds test migration files and kernel tests. They are not mergeable as one fix for the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 36, + "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": "1d97f8630dae8657ff8c5771e53503d0abbb9e3078491f276e004c820e230960", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only by shared distributed-code context and overlapping files, but they are not the same underlying PR: one is a focused EP/trainer integration change, the other is a broad distributed branch base update.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46269 is the broader umbrella change and the most representative cluster anchor, since it spans many distributed subsystems and looks like a branch-base consolidation rather than one narrow feature.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the clearest standalone change in the cluster: a specific EP + Trainer integration patch centered on router/tensor-parallel behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they share distributed filenames, but the diffs target different concrete changes. 46126 adds EP/Trainer integration and router masking logic, while 46269 is a broad distributed branch-base PR touching CI, FSDP, and many unrelated modules." + } + ] + }, + "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": 36, + "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": "a91fd60a6e7532b917c949f5c6d0ff121d86aa316df4487e09872c5617be194f", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25934, + "estimated_input_tokens": 6484, + "estimated_eval_tokens": 13224 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25934, + "estimated_input_tokens": 6484, + "estimated_eval_tokens": 13224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly independent GitHub Actions/workflow maintenance PRs. The pr-ci-security-gate items are related thematically, but they change different behaviors and should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the strongest single representative: it makes the most concrete security-gate behavior change and anchors the only tight subgroup in the set, while the rest are separate workflow tweaks.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best overall representative because it contains the clearest functional fix in the shared pr-ci-security-gate area; the other PRs are narrower or unrelated workflow edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and problems: stdin handling for self-comment-ci vs security checks in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Self-comment-ci message piping is unrelated to PR gate permissions/approval logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow and change type; this is a comment/reusable-workflow note, not self-comment-ci handling." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Unrelated workflow edits: stdin-based comment passing vs secrets hardening in PR CI gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and fixes: comment stdin handling vs commit-message parsing in build-ci-docker-images." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Unrelated workflows: SSH runner hardening vs benchmark dispatch trigger change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and goals; memory-monitor/security cleanup vs anti-slop permissions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner maintenance is unrelated to assign-reviewers checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different code paths and intents: SSH runner hardening vs PR CI security-gate checks." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "No shared underlying bug; these are unrelated workflow security changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permissions change and benchmark trigger change are unrelated workflow updates." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and unrelated fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permission scoping is unrelated to build-ci commit-message parsing." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Permission scoping in anti-slop is not the same change as adding PR CI security checks." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref change and benchmark dispatch support are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and fixes; no shared concrete bug." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers base-ref checkout is unrelated to PR CI security-gate hardening." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark workflow dispatch and build-ci commit-message parsing are separate changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared underlying code-path or bug; different workflow concerns." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-ci commit-message quoting and PR CI security gating are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow logic in different files; not the same bug or change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different fixes: one adds file-change security checks, the other changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Security-check implementation and explanatory note about the reusable workflow are not the same change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Related security theme, but distinct fix: checkout/check logic vs removing inherited secrets." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Different behavior changes in the same workflow file; one is permissions/approval logic, the other is commentary/reusable-workflow use." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions/approval gating and secrets propagation are separate security hardening steps, not duplicates." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "A note about reusable workflow safety is not the same as changing secrets inheritance." + } + ] + }, + "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": 36, + "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": "b76e1f36d5a1421e62e1a8fe1b59b6f34cef01729c5b831c299af7ff93918e18", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both replace fragile source-file opening patterns, but they target different code paths and are not mergeable as one change: one is in import_utils for package path/resource resolution, the other is in modeling_utils for attention-implementation source inspection.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better cluster representative because its scope is clearer and self-contained: it replaces source-file opening in _can_set_attn_implementation and adds tests. PR 46152 is a separate import-utils refactor with a different mechanism and call site.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest standalone candidate: it fixes a concrete source-reading path, has an explicit behavior change, and is easier to evaluate/merge independently than the broader import-utils path-resolution refactor in 46152.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both relate to avoiding open() on source files, but they affect different modules and different behaviors (resource path resolution vs. attention-implementation source inspection). They do not look like the same underlying bug or a single mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 36, + "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": "c2a3cf54d8c987bb7c4767a6435db595658e1ed9efaa1aa208190e8c441457a7", + "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": "Both PRs add SDPA dispatch support, but they target different model families and code paths: T5 vs wav2vec2/audio models. They are similar in theme, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are separate model-specific SDPA dispatch implementations for different architectures and cannot plausibly be merged into one duplicate change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, 46196 is broader, but it still addresses a distinct wav2vec2-family implementation rather than the T5 path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Same broad feature request (SDPA dispatch) but different concrete models and files; T5 and wav2vec2/audio stacks are distinct code paths, so these are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 36, + "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": 36, + "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": "9694a9d6ddcc89558037252195305bd18d988c4f10f247d5b67cc5b68161da29", + "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": "Two PRs address the same off-by-one right-window boundary pattern, but one is a narrow Moonshine-only fix while the other broadens the change to Gemma4 too; I would not merge them as the same PR duplicate. The broader PR is the better representative of the fix set.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical PR because it applies the boundary fix to both Gemma4 and Moonshine streaming and includes test coverage, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the strongest standalone candidate: it covers the same off-by-one boundary bug in Moonshine streaming and extends the fix to a related duplicated implementation in Gemma4, plus tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": false, + "reason": "They share the same boundary-fix pattern and issue target, but 46546 also changes Gemma4 and adds tests, so it is broader than 46310. These are related fixes, not the same concrete PR-worthy change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 36, + "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": "c52d76c9b3864833d291afabb83e6f4f6d5428557bc31e3f9f9a9d37a1ecd680", + "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": "The two PRs are unrelated: one adds multimodal support to continuous batching, while the other adds a new HunYuan VL model implementation and docs/tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No duplicate PR pair here; the HunYuan VL PR is a standalone model addition, not the same change as the continuous batching multimodal work.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46417 is the more complete self-contained contribution, with model code plus docs and tests; it is a better representative artifact for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes and code paths: continuous batching/multimodal cache and scheduler work versus adding a new HunYuan VL model package, docs, and tests. 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": 34, + "component_count": 36, + "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": "a82812caa690bf931196fcb62feb8a0949ccfa0c60adf0ffdec2914835a905c2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one fixes CodeLlama decode stripping, while the other fixes DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class. They affect different model families, different files, and different code paths.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR across this cluster; the two pull requests address different bugs and should not be merged as one change.", + "best_issue_reason": null, + "best_pr_reason": "46580 is the stronger standalone representative because it targets a specific tokenizer-loading failure with a narrowly scoped auto-tokenizer mapping fix and explicit issue linkage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and code paths: 46574 changes CodeLlama decode behavior, while 46580 changes auto-tokenizer class selection for DeepSeek checkpoints." + } + ] + }, + "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": 36, + "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": "45087e762174b67cf9ad2cd9b43e890e7e74742f65a3a1313af5fffda14db0ab", + "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": "Two open Mistral-related PRs, but they address different changes: one is a refactor moving MistralConverter into the integrations package, while the other adds tekken tokenizer detection/conversion/save support. Shared files and subsystem overlap are not enough to treat them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the broader, more feature-complete Mistral tokenizer change and better represents the cluster than the narrower refactor PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the most representative artifact here because it introduces concrete new tokenizer functionality rather than just relocating existing code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Different underlying work: #46603 moves MistralConverter into a package refactor, while #46604 adds tekken detection/conversion/save utilities. They touch the same area but do not fix the same code-path problem and 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": 36, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46741-3", + "nodes": [ + "pull_request:46741", + "pull_request:46743", + "pull_request:46748" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46748", + "pull_request:46743|pull_request:46748" + ], + "prepared_review_unit_hash": "3e18f8a32fd3620ece90e8b7c8361650963f71d5d443a66292af2f5c6f8e4995", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6685, + "estimated_input_tokens": 1672, + "estimated_eval_tokens": 3600 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6685, + "estimated_input_tokens": 1672, + "estimated_eval_tokens": 3600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three distinct PRs that only overlap at a very high level around inference/cache behavior. The soft similarities are superficial, so neither proposed edge should be treated as a duplicate merge candidate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: 46741 fixes chunked-prefill/speculative decoding in Mamba2 mixers, 46743 changes CPU fallback for grouped_mm, and 46748 fixes offloaded cache prefetch/device mismatch; they are separate bugs and code paths.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a true global duplicate target here. If forced to pick a representative, 46748 is the broadest cache-related fix, but it still does not subsume the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46748", + "accept": false, + "reason": "Different underlying bugs: 46741 is about Mamba2 mixer chunked-prefill/speculative decoding, while 46748 is about cache prefetch/offload device mismatch on hybrid models." + }, + { + "left": "pull_request:46743", + "right": "pull_request:46748", + "accept": false, + "reason": "Distinct code paths and failures: 46743 changes grouped_mm CPU fallback, whereas 46748 fixes offloaded cache device mismatch; they are not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260619T000023Z/analysis-runs/hybrid-model-20260619t000023z/manifest.json b/snapshots/20260619T000023Z/analysis-runs/hybrid-model-20260619t000023z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..044a01dba53ebdb4bcf00a939c392e3f1918ef06 --- /dev/null +++ b/snapshots/20260619T000023Z/analysis-runs/hybrid-model-20260619t000023z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260619t000023z", + "artifacts": { + "hybrid": "snapshots/20260619T000023Z/analysis-runs/hybrid-model-20260619t000023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260619T000023Z/analysis-runs/hybrid-model-20260619t000023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-19T00:10:57Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260619T000023Z", + "variant": "hybrid" +} diff --git a/snapshots/20260619T000023Z/manifest.json b/snapshots/20260619T000023Z/manifest.json index 7d63602c0006cb8f6dbcd65435daf7e989d86e64..e9917b5388b879ceea82321b5dce0068e095bab3 100644 --- a/snapshots/20260619T000023Z/manifest.json +++ b/snapshots/20260619T000023Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 255 }, "extracted_at": "2026-06-19T00:00:23Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260619t000023z", + "runs": { + "hybrid-model-20260619t000023z": { + "analysis_id": "hybrid-model-20260619t000023z", + "artifacts": { + "hybrid": "snapshots/20260619T000023Z/analysis-runs/hybrid-model-20260619t000023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260619T000023Z/analysis-runs/hybrid-model-20260619t000023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260619T000023Z/analysis-runs/hybrid-model-20260619t000023z/manifest.json", + "model": null, + "published_at": "2026-06-19T00:10:57Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260619T000023Z", "watermark": {